chunk
stringlengths 11
1k
| source
stringlengths 37
40
| embeddings
sequence |
|---|---|---|
We list the main reasons why fine-tuning Billy comes up short:
* No source clarity. It’s difficult to prevent hallucination and your LLM has no clear distinction between “general” and “specific” knowledge.
* No access restriction. Imagine a case where some users should be able to query the information of strategic documents while others shouldn’t. How would you tackle this? Your fine-tuned Billy just knows everything, he can’t choose to leave out knowledge at inference time.
* Hosting an LLM is costly. Once you have a fine-tuned LLM, you have to keep it spinning. A large language model is well… large. Costs to keep it up and running will rack up. Do the benefits outweigh those costs?
* Fine-tuning repetitions. Model retraining is required when you want the model to reflect changes to the knowledge base. | scraping/output/3628185678030734886.txt | [
0.010046890936791897,
-0.043481405824422836,
-0.046089425683021545,
-0.051564402878284454,
0.023593053221702576,
-0.019748138263821602,
0.07957584410905838,
0.003916069865226746,
0.06700226664543152,
-0.019505340605974197,
0.03568527102470398,
0.00936549250036478,
0.10956034809350967,
-0.025526925921440125,
-0.04392438009381294,
0.08233094215393066,
0.04369822517037392,
-0.022288721054792404,
-0.05607768893241882,
-0.02611444517970085,
0.05975068733096123,
-0.019662251695990562,
-0.044269803911447525,
0.036273762583732605,
0.05987286940217018,
0.01570507138967514,
-0.035295307636260986,
-0.0063926344737410545,
0.058083441108465195,
-0.06749584525823593,
-0.016519343480467796,
-0.01942000351846218,
0.034125663340091705,
-0.06423366069793701,
0.030483216047286987,
0.0130634605884552,
-0.016314931213855743,
-0.0595129057765007,
0.02040184661746025,
-0.07077442854642868,
-0.012178062461316586,
0.020868126302957535,
0.045273307710886,
0.04480016231536865,
0.024722928181290627,
0.03715597838163376,
-0.051470641046762466,
0.04219244420528412,
-0.028806772083044052,
-0.0322662852704525,
-0.052429646253585815,
0.05831274390220642,
-0.009866708889603615,
0.06389323621988297,
0.008784719742834568,
-0.03672560676932335,
-0.07633017748594284,
-0.08462890982627869,
-0.06161494925618172,
0.034475766122341156,
0.04046626761555672,
-0.049760688096284866,
0.02872418612241745,
0.012278735637664795,
0.0918601006269455,
0.09081406891345978,
0.03683363273739815,
0.04741854593157768,
-0.075672447681427,
0.007542096544057131,
-0.03074626810848713,
0.058769144117832184,
-0.002021145075559616,
-0.04232772812247276,
0.04437435790896416,
0.0405864343047142,
-0.002337973564863205,
-0.032521724700927734,
0.025401942431926727,
-0.017470456659793854,
-0.08383826911449432,
-0.04426033794879913,
-0.017306089401245117,
0.0018010836793109775,
-0.06329692900180817,
0.06963417679071426,
0.03389972448348999,
-0.039039336144924164,
0.06034742668271065,
-0.031253695487976074,
0.046703483909368515,
0.01477222703397274,
-0.05372604727745056,
-0.05412788689136505,
-0.054198987782001495,
-0.10564814507961273,
-0.05074337497353554,
0.061082661151885986,
0.05490613728761673,
-0.025198930874466896,
0.0724027082324028,
-0.009635338559746742,
0.11921558529138565,
-0.040820617228746414,
-0.03444632515311241,
0.007987958379089832,
0.038335684686899185,
-0.046355169266462326,
0.05607662349939346,
-0.08339384198188782,
-0.06692061573266983,
0.053896352648735046,
0.1111646369099617,
0.0323324017226696,
-0.05019505321979523,
-0.06204120069742203,
-0.027967840433120728,
-0.015525500290095806,
0.028738202527165413,
-0.04187297821044922,
0.0868774801492691,
-0.0718432292342186,
-0.06966929882764816,
-0.0563068687915802,
-0.06816192716360092,
0.00653272308409214,
-0.01615319587290287,
0.07538996636867523,
0.03876341134309769,
0.011176574975252151,
0.009053945541381836,
0.0350840762257576,
0.024387530982494354,
0.03086475096642971,
0.046451766043901443,
0.10586420446634293,
-0.01788472570478916,
0.041059043258428574,
-0.015110593289136887,
-0.05302184820175171,
-0.05002918094396591,
0.03623918071389198,
-0.01568218320608139,
0.036533456295728683,
0.038714420050382614,
0.04161950573325157,
0.06065114215016365,
-0.06926067918539047,
0.041908636689186096,
-0.04399606212973595,
0.0595863051712513,
0.0026151654310524464,
0.07402656972408295,
0.06286050379276276,
0.013468999415636063,
-0.06500919163227081,
-0.07771166414022446,
-0.05397224798798561,
0.10131387412548065,
0.06984251737594604,
-0.03573257103562355,
-0.014150724746286869,
-0.08462557941675186,
0.01897141896188259,
-0.0435161329805851,
-0.015567424707114697,
0.0008508893661201,
0.06048102676868439,
-0.05645322427153587,
-0.04619283601641655,
-0.07541582733392715,
0.04216501861810684,
-0.0232088640332222,
0.07567350566387177,
-0.0073601258918643,
0.007666486781090498,
-0.05219072476029396,
-0.013223983347415924,
0.060699183493852615,
0.030268067494034767,
-0.046668875962495804,
0.01521302293986082,
-0.0077646649442613125,
-0.052865710109472275,
-0.02354162372648716,
-0.026165027171373367,
-0.044564664363861084,
0.018871475011110306,
0.041236136108636856,
-0.07643462717533112,
-0.04523928463459015,
0.03245316445827484,
-0.04749590903520584,
-0.06332668662071228,
-0.044912852346897125,
-0.003741924650967121,
-0.005410917568951845,
0.06358260661363602,
0.038330078125,
0.05124593526124954,
-0.019222136586904526,
-0.02459321916103363,
0.03252334147691727,
0.006139589939266443,
0.05825166031718254,
0.006347393151372671,
-0.06726209819316864,
0.037814911454916,
-0.019387707114219666,
0.03469066321849823,
0.01826588623225689,
-0.05815435200929642,
-0.083890900015831,
0.05757724866271019,
-0.02171340212225914,
-0.02148185856640339,
0.011862113140523434,
0.10690491646528244,
-0.019516943022608757,
0.05347400903701782,
0.060100995004177094,
-0.08383537083864212,
0.047282930463552475,
-0.09105774015188217,
-0.048321682959795,
0.04813689738512039,
0.10398770868778229,
-0.06398575007915497,
-0.04684789106249809,
0.06959258764982224,
-0.08442457765340805,
-0.009025845676660538,
-0.06305453181266785,
-0.06096846982836723,
-0.04566001892089844,
-0.1006455272436142,
0.0038616962265223265,
0.009751969948410988,
0.046405304223299026,
-0.05933518335223198,
-0.05677258223295212,
-0.04064928740262985,
0.013328611850738525,
-0.10712701082229614,
0.0710066482424736,
-0.048600856214761734,
-0.014752664603292942,
0.04136611521244049,
-0.0012914134422317147,
0.045050691813230515,
0.04313797503709793,
-0.06287863105535507,
-0.022321900352835655,
0.0008606328046880662,
-0.044769253581762314,
0.07366681098937988,
0.08537677675485611,
0.05100754275918007,
-0.04731833562254906,
0.03840230777859688,
0.002755661029368639,
-0.018174627795815468,
0.05282391607761383,
0.023392777889966965,
0.0768798217177391,
0.03561749309301376,
-0.053746819496154785,
-0.04022935405373573,
-0.047446899116039276,
-0.05130728334188461,
-0.06988875567913055,
0.011370676569640636,
0.0688386783003807,
-0.07782278954982758,
-0.04009418189525604,
-0.049355629831552505,
0.012428623624145985,
0.08587594330310822,
-0.049457188695669174,
-0.02486518584191799,
0.04724516719579697,
0.010066697373986244,
0.012585002928972244,
0.02388063259422779,
0.006977219600230455,
0.012351674027740955,
-0.004076521843671799,
0.08501682430505753,
-0.012479216791689396,
-0.08262328058481216,
0.0036241281777620316,
-0.08496426045894623,
0.026047317311167717,
-0.03418869897723198,
0.08115243911743164,
0.01253337599337101,
-0.009893136098980904,
0.050849154591560364,
-0.06007552146911621,
0.02134084701538086,
0.006648233626037836,
-0.03043070062994957,
0.08049259334802628,
0.047797542065382004,
-0.0767982080578804,
0.006395725999027491,
0.01709846779704094,
0.04918386787176132,
0.062205493450164795,
-0.011430559679865837,
0.06655394285917282,
0.06214733421802521,
-0.03961503505706787,
-0.0529060959815979,
0.03460966423153877,
0.07600955665111542,
-0.05497509241104126,
0.047682248055934906,
-0.059057656675577164,
-0.07780130952596664,
-0.028222186490893364,
-0.0859602838754654,
-0.013175359927117825,
-0.04129858687520027,
0.05522064119577408,
0.06973478198051453,
-0.04178764671087265,
-0.015097586438059807,
0.038421884179115295,
0.01936868578195572,
0.06188618764281273,
-0.0226028710603714,
-0.039098743349313736,
0.03811115771532059,
-0.054863058030605316,
0.0400175116956234,
-0.00503954105079174,
0.03917314484715462,
-0.08435813337564468,
-0.07272704690694809,
0.009059665724635124,
0.0068276929669082165,
-0.1175159439444542,
0.01241630595177412,
-0.03313624486327171,
-0.023850424215197563,
0.06245837360620499,
-0.04311375692486763,
-0.045579876750707626,
0.01583152450621128,
0.08303358405828476,
-0.07526326179504395,
-0.017119379714131355,
0.0459088571369648,
-0.029775790870189667,
0.11851583421230316,
-0.012102499604225159,
-0.06520327180624008,
0.058660004287958145,
0.10694877803325653,
-0.06227688118815422,
-0.017546867951750755,
0.016665389761328697,
0.06479813158512115,
0.06621627509593964,
0.06776685267686844,
-0.048126161098480225,
0.029105190187692642,
-0.012744426727294922,
-0.024631623178720474,
0.07324999570846558,
0.07365066558122635,
-0.05480233207345009,
-0.046008236706256866,
-0.016555825248360634,
-0.03981310874223709,
-0.028503645211458206,
0.026239026337862015,
-0.08390112221240997,
-0.03560268506407738,
0.018879683688282967,
0.07707078009843826,
0.05321940407156944,
0.07702774554491043
] |
Luckily, all these problems are solvable. If answering questions in a
verifiable way and preventing hallucination is what you are looking for: you
may not need the hyper-modern bookworm, let’s just ask the good old librarian
where to find the answers to your questions.
### With RAG to Riches
The idea behind Retrieval-Augmented Generation (RAG) is quite straight-
forward. Remember, the goal is to unlock the information in our knowledge
base. Instead of unleashing (i.e. fine-tuning) our bookworm on it, we
comprehensively index the information of our knowledge base.
By indexing the embeddings of your internal knowledge base, you unlock smart
search capabilities.
In the schema above, we illustrate how the Smart Retriever functions like a
librarian. Ideally, the librarian has perfect knowledge of what is in his
library. For a visitor asking a certain question, he would know just which
chapter of which book to recommend. | scraping/output/3628185678030734886.txt | [
0.007503278087824583,
-0.02782413735985756,
-0.060837581753730774,
-0.03380804881453514,
0.07481600344181061,
-0.030811652541160583,
0.04170596972107887,
0.05848022922873497,
0.05482065677642822,
-0.033611323684453964,
0.00827101245522499,
0.07246910780668259,
0.07822956889867783,
-0.031108366325497627,
-0.018880167976021767,
0.07685549557209015,
0.06444909423589706,
-0.022939952090382576,
-0.05522795766592026,
-0.03855880722403526,
0.0025769092608243227,
0.02858569286763668,
-0.05562859773635864,
0.04515042155981064,
0.06966371834278107,
0.03266369178891182,
-0.031860921531915665,
0.024173732846975327,
0.038073986768722534,
-0.018461795523762703,
-0.08534487336874008,
-0.08392565697431564,
0.06197182461619377,
-0.07405959814786911,
0.0364689975976944,
0.00816094595938921,
-0.04300520941615105,
-0.052171334624290466,
0.04966456815600395,
-0.0680856853723526,
-0.0236265417188406,
0.01889544166624546,
0.04149976000189781,
0.02656443975865841,
0.027121393010020256,
0.035128507763147354,
-0.02049173414707184,
0.05713152885437012,
-0.04615320637822151,
-0.04129031300544739,
-0.05777348577976227,
0.037169963121414185,
0.0035070732701569796,
0.0497017428278923,
0.03350501507520676,
-0.05071406438946724,
-0.0882905125617981,
-0.0860397219657898,
-0.08163716644048691,
0.05421555042266846,
0.05644797533750534,
-0.052100714296102524,
0.009739331901073456,
0.0108433673158288,
0.09213492274284363,
0.0547504760324955,
0.024723069742321968,
0.0404723584651947,
-0.06868458539247513,
-0.046929918229579926,
-0.029551034793257713,
0.05618089437484741,
-0.01758931577205658,
-0.04248112812638283,
0.0491095669567585,
0.08491704612970352,
0.010271653532981873,
-0.04354593902826309,
0.03646455332636833,
-0.046426113694906235,
-0.028399724513292313,
-0.02713991142809391,
-0.010832419618964195,
0.06918856501579285,
-0.04637044295668602,
0.04985538125038147,
0.09299629926681519,
-0.04274831712245941,
0.05179338529706001,
-0.03750472143292427,
0.05981261283159256,
0.02358829975128174,
-0.03111884370446205,
-0.02822982519865036,
-0.043570246547460556,
-0.06375212967395782,
-0.048510052263736725,
0.08795540779829025,
0.03671993315219879,
-0.03237844631075859,
0.04328448697924614,
-0.0542093887925148,
0.045573536306619644,
-0.027652796357870102,
-0.04671742767095566,
0.01171188149601221,
0.028548700734972954,
-0.08084435015916824,
0.06325430423021317,
-0.0570012666285038,
-0.08832161873579025,
0.04386827349662781,
0.08862638473510742,
0.08549836277961731,
-0.03196272253990173,
-0.03839270398020744,
-0.02437993697822094,
-0.036181364208459854,
0.022702792659401894,
-0.011435210704803467,
0.08424725383520126,
0.007863280363380909,
-0.06384313851594925,
-0.08472095429897308,
-0.06893646717071533,
-0.004758777562528849,
0.005528410896658897,
0.06369586288928986,
0.050513360649347305,
0.0191666167229414,
-0.0050361319445073605,
0.05398458242416382,
0.04255136102437973,
0.056675102561712265,
0.04684583470225334,
0.11800789833068848,
-0.05261643975973129,
0.02962176315486431,
-0.02410048432648182,
-0.02076898328959942,
-0.056352678686380386,
0.06681360304355621,
-0.01531265303492546,
0.052735585719347,
0.11512449383735657,
0.043533213436603546,
0.06710905581712723,
-0.03399507328867912,
0.07095609605312347,
-0.03135275840759277,
0.07544749230146408,
0.01785481907427311,
0.05552002415060997,
0.0841897577047348,
0.02413277141749859,
-0.06337285786867142,
-0.003968960605561733,
-0.027964474633336067,
0.0434633269906044,
0.04424968734383583,
-0.04851433262228966,
-0.0399063304066658,
-0.0962459146976471,
-0.009919087402522564,
-0.062296099960803986,
0.011561372317373753,
0.04070858284831047,
0.0569920688867569,
-0.03226744011044502,
-0.06574949622154236,
-0.05426139011979103,
0.06062326207756996,
-0.034090373665094376,
0.06312815099954605,
0.016644908115267754,
0.023134564980864525,
-0.06441869586706161,
0.0854024738073349,
0.0566030815243721,
0.05190409719944,
-0.03960677981376648,
-0.01655450277030468,
-0.057952187955379486,
-0.0858684778213501,
-0.05525781959295273,
-0.025289107114076614,
-0.047637686133384705,
0.028023356571793556,
-0.010955408215522766,
-0.03697235509753227,
0.002068523783236742,
0.05747944489121437,
-0.09102987498044968,
-0.04646477475762367,
-0.08479706197977066,
0.05585767328739166,
0.018961332738399506,
0.028404084965586662,
0.023812372237443924,
0.040395449846982956,
-0.01185601856559515,
-0.028043145313858986,
-0.014785892330110073,
0.036452099680900574,
0.051634691655635834,
-0.016896890476346016,
-0.07679864764213562,
0.017070738598704338,
-0.05439534783363342,
0.0069618080742657185,
0.034642260521650314,
-0.06024586036801338,
-0.07624499499797821,
0.07813840359449387,
0.009780962020158768,
-0.05182109773159027,
0.003945892211049795,
0.08824220299720764,
-0.015215392224490643,
0.02655893750488758,
0.04216416925191879,
-0.033998969942331314,
0.02081264555454254,
-0.07340516149997711,
-0.039786048233509064,
0.012284522876143456,
0.06213783845305443,
-0.07515691220760345,
-0.03891417756676674,
0.006131656933575869,
-0.056266844272613525,
-0.03294433280825615,
-0.053336579352617264,
-0.07414785027503967,
-0.019142117351293564,
-0.08668062835931778,
-0.013114075176417828,
0.03843143209815025,
0.05339799076318741,
-0.06289372593164444,
-0.0702618733048439,
-0.019713999703526497,
-0.014827501960098743,
-0.04856467247009277,
0.05206907540559769,
-0.05303642526268959,
-0.02218753658235073,
0.04547318071126938,
-0.04168252274394035,
0.05831747502088547,
0.03941721096634865,
-0.0661502555012703,
-0.07004617154598236,
0.02134924940764904,
0.009113081730902195,
0.0638723075389862,
0.01514703594148159,
0.09107779711484909,
-0.05193139985203743,
0.05862201750278473,
0.029712634161114693,
-0.03866655007004738,
0.06191210821270943,
0.04048239067196846,
0.04134252294898033,
0.061990443617105484,
-0.05594823881983757,
-0.05691252648830414,
-0.05189159885048866,
-0.07317759841680527,
-0.04605112969875336,
-0.004963869694620371,
0.05111781880259514,
-0.03872299939393997,
-0.07545323669910431,
-0.053325995802879333,
0.020851941779255867,
0.0890410915017128,
-0.019751420244574547,
-0.04776353761553764,
0.051374487578868866,
0.0205229539424181,
0.005901615135371685,
0.02893044427037239,
0.03621278703212738,
0.022383583709597588,
-0.004839700646698475,
0.07898995280265808,
-0.010985779576003551,
-0.03063429333269596,
-0.04593504220247269,
-0.056825459003448486,
0.05241254344582558,
-0.01708126813173294,
0.0756482407450676,
0.03078138642013073,
-0.05019109323620796,
0.04040566831827164,
-0.0664161816239357,
0.05085199326276779,
-0.034764084964990616,
-0.05877676233649254,
0.009002338163554668,
0.056918613612651825,
-0.07849667966365814,
0.006918029859662056,
0.04554949328303337,
0.02209717035293579,
0.030180485919117928,
0.04180952161550522,
0.09072195738554001,
0.07383907586336136,
-0.029110455885529518,
-0.024392422288656235,
0.02477961964905262,
0.04120920971035957,
-0.016435159370303154,
0.04610414803028107,
-0.05173206701874733,
-0.0788026675581932,
-0.027397554367780685,
-0.0895414873957634,
-0.02622338756918907,
-0.08154786378145218,
0.03237423300743103,
0.10075818747282028,
-0.07750540971755981,
-0.015033547766506672,
0.05327339842915535,
0.00005994329694658518,
0.0707443580031395,
-0.028279906138777733,
-0.044676121324300766,
0.017463531345129013,
-0.0981823056936264,
-0.024082152172923088,
0.0037398634012788534,
0.05105027183890343,
-0.08914576470851898,
-0.05262482911348343,
0.02060273289680481,
-0.04151203855872154,
-0.09254103899002075,
0.018380258232355118,
-0.04903797805309296,
-0.07677624374628067,
0.03507234528660774,
-0.04805148020386696,
-0.024409836158156395,
0.026231998577713966,
0.06197599694132805,
-0.09291099011898041,
0.01270862203091383,
0.06837687641382217,
-0.06572241336107254,
0.05962974950671196,
-0.03488009795546532,
-0.03423923999071121,
0.05630165711045265,
0.05090058222413063,
-0.047393135726451874,
-0.003989946097135544,
0.05980462208390236,
0.07482123374938965,
0.035750921815633774,
0.07011569291353226,
-0.04492013156414032,
0.019860511645674706,
0.035741306841373444,
-0.04456900805234909,
0.06953084468841553,
0.052749767899513245,
-0.05907934904098511,
-0.01065254956483841,
-0.014405984431505203,
-0.04730444401502609,
-0.04593649506568909,
0.07406976073980331,
-0.07742518186569214,
-0.029634729027748108,
0.04918719455599785,
0.03488156571984291,
0.03257283195853233,
0.05112311989068985
] |
On a more technical level, this describes a semantic search engine. In this
case, the embeddings are vectorial representations of document sections and
they allow a mathematical description of the actual meaning stored in each
section. By comparing embeddings, we can determine which text sections are
similar in meaning to which other text sections. This is crucial for the
retrieval process displayed below.
Through leveraging our Smart Retriever, we can force our generator to stick to
the content of our knowledge base that is most relevant for answering the
question. Et voilà: Retrieval-Augmented Generation.
In play are two crucial components:
1. The Smart Retriever (i.e. the librarian)
2. The Generator (i.e. the bookworm) | scraping/output/3628185678030734886.txt | [
0.04740506410598755,
-0.05307258293032646,
-0.04186442494392395,
-0.0554930604994297,
0.06613565236330032,
-0.024990808218717575,
0.05641404539346695,
0.04059970751404762,
0.02773953042924404,
-0.020598631352186203,
0.0498696006834507,
0.03856871649622917,
0.06802988052368164,
-0.04883190244436264,
-0.006254964508116245,
0.04841488227248192,
0.03001120127737522,
-0.018029501661658287,
-0.07964174449443817,
-0.02341606467962265,
0.017067862674593925,
0.011891722679138184,
-0.06598860770463943,
0.04453480988740921,
0.07545570284128189,
0.046949196606874466,
-0.036783602088689804,
0.001303577795624733,
0.035570718348026276,
-0.019271695986390114,
-0.023791301995515823,
-0.06362084299325943,
0.05681375041604042,
-0.06452902406454086,
0.06260630488395691,
0.03875117003917694,
-0.04668913781642914,
-0.043077725917100906,
0.05723996087908745,
-0.092153400182724,
-0.03328412398695946,
0.00860457681119442,
0.045344799757003784,
0.03221259266138077,
0.05164780840277672,
0.034592073410749435,
-0.010408192873001099,
0.07601131498813629,
-0.03634962439537048,
-0.057197120040655136,
-0.004468558821827173,
0.06383535265922546,
-0.02022545039653778,
0.04275123402476311,
0.026943635195493698,
-0.03560084477066994,
-0.09373795986175537,
-0.10406921803951263,
-0.04808090254664421,
0.048872072249650955,
0.04056207090616226,
-0.05948787182569504,
0.010427440516650677,
0.03759443014860153,
0.12121625989675522,
0.06495732814073563,
0.011716601438820362,
0.027263270691037178,
-0.07111557573080063,
-0.011106624267995358,
-0.03134249150753021,
0.04360334947705269,
0.002846891526132822,
-0.034020040184259415,
0.013728657737374306,
0.06647014617919922,
0.008975470438599586,
-0.05787688493728638,
0.048755452036857605,
-0.0718669667840004,
-0.03138500079512596,
-0.0412806011736393,
-0.03464934229850769,
0.0531921461224556,
-0.053127385675907135,
0.0383402481675148,
0.06913982331752777,
-0.04999734088778496,
0.06090435013175011,
-0.05901908501982689,
0.05411677435040474,
0.056107357144355774,
-0.03945617377758026,
-0.04741525650024414,
-0.09226248413324356,
-0.10522329807281494,
-0.028874218463897705,
0.09754770249128342,
0.026702135801315308,
-0.008145282045006752,
0.03316796198487282,
-0.02893272414803505,
0.03816388547420502,
-0.03777042776346207,
-0.08264482766389847,
0.025659510865807533,
0.026855546981096268,
-0.11366401612758636,
0.06036735326051712,
-0.08291763067245483,
-0.05448208004236221,
0.035703208297491074,
0.08082365244626999,
0.04781707376241684,
-0.05646270886063576,
-0.04806169494986534,
-0.011251572519540787,
-0.04503455013036728,
-0.0038614298682659864,
0.027863582596182823,
0.09280586987733841,
0.022179244086146355,
-0.03756486624479294,
-0.1129622682929039,
-0.047838762402534485,
-0.0010247206082567573,
0.025161731988191605,
0.08306927978992462,
0.06359342485666275,
0.05729486420750618,
-0.00000208735173146124,
0.04936585947871208,
0.018318191170692444,
0.0725029781460762,
0.01788243092596531,
0.12247181683778763,
-0.0478142574429512,
0.027674594894051552,
-0.021381784230470657,
-0.014067521318793297,
-0.07853466272354126,
0.10032810270786285,
-0.07229215651750565,
-0.00030231382697820663,
0.07780661433935165,
0.02940618246793747,
0.057423461228609085,
-0.03223663195967674,
0.03220153972506523,
-0.03200792893767357,
0.03051876649260521,
0.009680351242423058,
0.06650707870721817,
0.06975983083248138,
0.018748201429843903,
-0.05418018996715546,
-0.013819457031786442,
-0.04763379320502281,
0.02524430863559246,
0.08384436368942261,
-0.014638617634773254,
-0.05037064850330353,
-0.08820474147796631,
-0.02368837036192417,
-0.05961873382329941,
-0.013237123377621174,
-0.003608180908486247,
0.038545865565538406,
-0.009022564627230167,
-0.02483227476477623,
-0.06326937675476074,
0.019567469134926796,
-0.039557065814733505,
0.01461456436663866,
0.05082716792821884,
0.01812073588371277,
-0.05319486930966377,
0.05816200375556946,
0.02579115889966488,
0.008304906077682972,
-0.0031645926646888256,
-0.014339298009872437,
-0.0565754733979702,
-0.08168940991163254,
-0.03459719941020012,
-0.04409373551607132,
-0.023315565660595894,
0.01079231034964323,
-0.01228826679289341,
-0.027157889679074287,
-0.0010986231500282884,
0.07849585264921188,
-0.05286804214119911,
-0.03910044580698013,
-0.08260481804609299,
0.062009699642658234,
-0.019710300490260124,
0.07413420081138611,
0.03448936715722084,
0.06666792929172516,
-0.03880837559700012,
-0.021058864891529083,
-0.02352316305041313,
0.04680262506008148,
0.05679775029420853,
-0.02915491722524166,
-0.07030994445085526,
0.05054076761007309,
-0.03990607336163521,
0.0797412171959877,
0.0726902112364769,
-0.08612440526485443,
-0.0759458914399147,
0.06671775132417679,
0.0008691872353665531,
-0.041975799947977066,
0.015177585184574127,
0.05783640965819359,
-0.029008692130446434,
0.03751240670681,
0.08847533911466599,
-0.0181858092546463,
0.049751538783311844,
-0.04911372810602188,
-0.029234830290079117,
0.01548849232494831,
0.12519069015979767,
-0.0439569391310215,
-0.042470771819353104,
0.027694696560502052,
-0.05350829288363457,
-0.04209725186228752,
-0.03736260533332825,
-0.0655885860323906,
-0.0090163080021739,
-0.06946370005607605,
-0.049782734364271164,
0.02664881758391857,
0.01693045161664486,
-0.04444388672709465,
-0.03462851792573929,
-0.0492500364780426,
0.002585806418210268,
-0.06643389165401459,
0.06549448519945145,
-0.038025714457035065,
-0.0446503572165966,
0.05626001954078674,
-0.016211843118071556,
0.0432654470205307,
0.04108252748847008,
-0.0606868714094162,
-0.09892699122428894,
0.0066960896365344524,
-0.0033864097204059362,
0.05838857963681221,
0.05603192746639252,
0.10544416308403015,
-0.06498166918754578,
0.024586733430624008,
-0.007937134243547916,
-0.02916404977440834,
0.0889011099934578,
0.05157632380723953,
0.020260287448763847,
0.059646282345056534,
-0.06414123624563217,
-0.040891971439123154,
-0.060953956097364426,
-0.06228063628077507,
-0.029684901237487793,
0.021869391202926636,
0.035722874104976654,
-0.049195583909749985,
-0.04571731016039848,
-0.030574457719922066,
0.031645290553569794,
0.05269980430603027,
0.003554776543751359,
-0.06863399595022202,
0.038254670798778534,
-0.021917657926678658,
0.0340353287756443,
0.044779129326343536,
0.01084593404084444,
0.016226107254624367,
-0.00485597038641572,
0.08403410762548447,
0.008006975054740906,
-0.048372309654951096,
-0.03707990050315857,
-0.08923716843128204,
0.04682617634534836,
-0.024471376091241837,
0.08527917414903641,
0.03342193365097046,
-0.021190835162997246,
0.06152556091547012,
-0.03213031217455864,
0.07174507528543472,
-0.03282440826296806,
-0.06951150298118591,
0.0434221550822258,
0.04665957763791084,
-0.07026942819356918,
0.037197213619947433,
0.018869752064347267,
0.032196346670389175,
-0.03244088217616081,
0.02980993688106537,
0.098983995616436,
0.05441700294613838,
-0.032588403671979904,
-0.03321726247668266,
0.04376751929521561,
0.04500802606344223,
-0.005313746631145477,
0.049079038202762604,
-0.0557938888669014,
-0.05574142187833786,
-0.07476316392421722,
-0.08667656034231186,
-0.03389203920960426,
-0.052687082439661026,
0.007748558185994625,
0.0637911781668663,
-0.04344666004180908,
-0.02472970448434353,
0.003665089840069413,
-0.031116638332605362,
0.017943933606147766,
-0.03265063464641571,
-0.030132809653878212,
0.008542045950889587,
-0.12056351453065872,
-0.04463182017207146,
0.016392763704061508,
0.03860954940319061,
-0.05958482250571251,
-0.05097745358943939,
0.03020024485886097,
-0.004201068077236414,
-0.09905357658863068,
0.01984579674899578,
-0.02134825848042965,
-0.041742514818906784,
0.030518602579832077,
-0.0508740171790123,
-0.018751079216599464,
0.04550889879465103,
0.07515466958284378,
-0.08651067316532135,
-0.005089282989501953,
0.055802758783102036,
-0.0443742461502552,
0.049297064542770386,
-0.06183692440390587,
-0.0288145300000906,
0.07333704084157944,
0.039612676948308945,
-0.06139121577143669,
-0.03521902859210968,
0.04128477722406387,
0.04697636887431145,
0.04690389707684517,
0.05121223255991936,
-0.05000344663858414,
0.025202345103025436,
0.029255807399749756,
-0.044109079986810684,
0.06673738360404968,
0.06103517487645149,
-0.05519901216030121,
0.0189600121229887,
-0.028482913970947266,
-0.017307329922914505,
-0.025539066642522812,
0.06614616513252258,
-0.09727314114570618,
-0.0646125078201294,
0.03214361146092415,
0.05422355234622955,
0.04739534109830856,
0.0797671228647232
] |
In play are two crucial components:
1. The Smart Retriever (i.e. the librarian)
2. The Generator (i.e. the bookworm)
It should be clear by now why this approach is called Retrieval-Augmented
Generation. Based on the question asked, you first retrieve the most relevant
information from your internal knowledge base; you then augment the typical
generation phase by passing that relevant information explicitly to the
generator component.
#### Key highlights of this RAG-based setup
1. Clear indication of the source upon which the answer was based. Allowing for validation of the answer returned by the generator.
2. Very unlikely to hallucinate, by restricting our generator component to the corpus of our knowledge base, it will admit it can’t formulate a response when no relevant sources were found by the retriever.
3. Maintainable Search Index. A knowledge base is a living thing, when it changes, we can adapt our Search Index to reflect those changes. | scraping/output/3628185678030734886.txt | [
0.009083535522222519,
-0.03404733166098595,
-0.04304014891386032,
-0.06126350536942482,
0.06902965158224106,
-0.01965097337961197,
0.04556736350059509,
0.01693475805222988,
0.04464138671755791,
-0.025297196581959724,
0.02255488559603691,
0.026359546929597855,
0.08535324037075043,
-0.042841486632823944,
-0.024495717138051987,
0.06273151189088821,
0.07658425718545914,
-0.018206559121608734,
-0.06900233775377274,
-0.02130434289574623,
-0.005296574905514717,
0.02884725295007229,
-0.046418529003858566,
0.0466451458632946,
0.09253259748220444,
0.01547198835760355,
-0.005346110090613365,
0.02201826311647892,
0.03693801909685135,
-0.058996062725782394,
-0.06268586218357086,
-0.05392943322658539,
0.051480866968631744,
-0.05892481282353401,
0.05467609316110611,
0.012156992219388485,
-0.06254489719867706,
-0.04358603060245514,
0.06235618516802788,
-0.06855738908052444,
-0.032429177314043045,
0.00017386524996254593,
0.023603646084666252,
0.033007729798555374,
0.06166039779782295,
0.033333372324705124,
-0.041068002581596375,
0.051504965871572495,
-0.045787274837493896,
-0.042670562863349915,
-0.04019376263022423,
0.030201967805624008,
0.022269349545240402,
0.06773478537797928,
0.02963738888502121,
-0.047196753323078156,
-0.07983391731977463,
-0.10374738276004791,
-0.07058624178171158,
0.058678239583969116,
0.056066133081912994,
-0.04854755476117134,
0.008888759650290012,
0.005239441059529781,
0.10117657482624054,
0.09805561602115631,
0.031440410763025284,
0.04446833208203316,
-0.06550733000040054,
-0.04232082888484001,
-0.031206805258989334,
0.04684079438447952,
-0.02163124270737171,
-0.05160696059465408,
0.06529176235198975,
0.06903277337551117,
0.003493787255138159,
-0.04269044101238251,
0.03447356075048447,
-0.03516755253076553,
-0.038593705743551254,
-0.03763820603489876,
-0.018976852297782898,
0.04925293102860451,
-0.030612854287028313,
0.03285936266183853,
0.07976158708333969,
-0.04965130239725113,
0.05393523722887039,
-0.06908043473958969,
0.07201027125120163,
0.031868938356637955,
-0.045730043202638626,
-0.03258013352751732,
-0.06762801110744476,
-0.08458089083433151,
-0.0714728832244873,
0.07298684865236282,
0.04235602542757988,
-0.029276447370648384,
0.04989737272262573,
-0.027246931567788124,
0.054133739322423935,
-0.03524450212717056,
-0.05200007185339928,
0.0062516131438314915,
0.03112882561981678,
-0.10090643912553787,
0.0669090673327446,
-0.051828887313604355,
-0.06121275573968887,
0.029757825657725334,
0.08285561949014664,
0.07671613246202469,
-0.016592495143413544,
-0.023958398029208183,
-0.030864953994750977,
-0.023207619786262512,
0.027270419523119926,
-0.02014608308672905,
0.06672864407300949,
0.00019443548808339983,
-0.06805847585201263,
-0.06298979371786118,
-0.07921266555786133,
-0.002292771590873599,
0.014057764783501625,
0.09028422087430954,
0.08790052682161331,
0.007770010735839605,
-0.0165902990847826,
0.032375767827034,
0.04218517988920212,
0.05452021211385727,
0.03675910085439682,
0.13420817255973816,
-0.026374276727437973,
0.04048535227775574,
0.008227839134633541,
-0.028617002069950104,
-0.07231476902961731,
0.0767810195684433,
-0.021250253543257713,
0.048366960138082504,
0.09925895184278488,
0.03203694522380829,
0.07795729488134384,
-0.033577460795640945,
0.0500442236661911,
-0.042739927768707275,
0.05329975485801697,
-0.0011719900649040937,
0.07657384872436523,
0.0779702290892601,
0.020499926060438156,
-0.052175987511873245,
-0.04773694649338722,
-0.03507367894053459,
0.039342835545539856,
0.053740646690130234,
-0.03604061156511307,
-0.05149227753281593,
-0.09899681061506271,
-0.017289739102125168,
-0.07209496200084686,
-0.026724383234977722,
0.022684624418616295,
0.08048123121261597,
-0.038231831043958664,
-0.02911273017525673,
-0.05454510077834129,
0.03954090550541878,
-0.042839258909225464,
0.04412773251533508,
0.02921152301132679,
0.02648419328033924,
-0.038215093314647675,
0.06461366266012192,
0.049914561212062836,
0.04841265454888344,
-0.035042036324739456,
-0.011246548034250736,
-0.015666304156184196,
-0.0751851350069046,
-0.03566789999604225,
-0.03711381182074547,
-0.04785505682229996,
0.010888572782278061,
-0.008523780852556229,
-0.03943602368235588,
-0.0315200574696064,
0.0629095584154129,
-0.09308281540870667,
-0.049668435007333755,
-0.10064051300287247,
0.043532829731702805,
-0.024190621450543404,
0.050454095005989075,
0.05000704154372215,
0.08159729838371277,
-0.0013249916955828667,
-0.022998375818133354,
0.011071067303419113,
0.020520811900496483,
0.02711331844329834,
0.02127612568438053,
-0.05397471413016319,
0.051277704536914825,
-0.03208840265870094,
0.04638213291764259,
0.05938972160220146,
-0.060923557728528976,
-0.08113536983728409,
0.06680035591125488,
0.007995006628334522,
-0.02124408818781376,
0.013522502966225147,
0.08425578474998474,
0.0031672290060669184,
0.022340232506394386,
0.046665433794260025,
-0.02025642991065979,
0.022216277197003365,
-0.08982203900814056,
-0.05651218071579933,
0.007289665751159191,
0.07466097176074982,
-0.03955657035112381,
-0.03285834565758705,
0.02062683179974556,
-0.06435989588499069,
-0.005459014791995287,
-0.0607634112238884,
-0.09233967214822769,
-0.025650547817349434,
-0.0694633200764656,
0.004242374561727047,
0.040687352418899536,
0.02760649472475052,
-0.04757607728242874,
-0.029087256640195847,
-0.040462326258420944,
0.020225821062922478,
-0.06045377999544144,
0.05013839527964592,
-0.03278767690062523,
-0.0521717369556427,
0.039862796664237976,
-0.023538213223218918,
0.05887768790125847,
0.016739225015044212,
-0.05784512311220169,
-0.06323646754026413,
0.0028440128080546856,
-0.007819713093340397,
0.07491400837898254,
0.0422690324485302,
0.09120236337184906,
-0.04389993101358414,
0.04071160405874252,
-0.017379818484187126,
-0.03648386895656586,
0.06895601749420166,
0.025027642026543617,
0.04773207753896713,
0.035645850002765656,
-0.09260890632867813,
-0.04249296337366104,
-0.05293286591768265,
-0.05314106121659279,
-0.04581581428647041,
-0.0010621532564982772,
0.046568892896175385,
-0.05411220341920853,
-0.05039101094007492,
-0.06298999488353729,
0.02988913469016552,
0.08304569870233536,
-0.035308126360177994,
-0.05271981284022331,
0.012058823369443417,
-0.004577727057039738,
0.014476878568530083,
0.04476255550980568,
0.007551935967057943,
0.02113916538655758,
-0.022057587280869484,
0.06636739522218704,
-0.02061108872294426,
-0.05784500390291214,
-0.01578381098806858,
-0.07890447229146957,
0.024744685739278793,
-0.02399953082203865,
0.0919581800699234,
0.02033134736120701,
-0.014043597504496574,
0.050065524876117706,
-0.06559576839208603,
0.04979869723320007,
-0.016399994492530823,
-0.04944738745689392,
0.0017735568108037114,
0.06524942815303802,
-0.08678849786520004,
0.011871244758367538,
0.04716425761580467,
0.05296497046947479,
0.031840719282627106,
0.013634025119245052,
0.09100690484046936,
0.06482952833175659,
-0.04324805364012718,
-0.030383097007870674,
0.03501107543706894,
0.04129878431558609,
-0.0242297500371933,
0.02892615832388401,
-0.055629387497901917,
-0.043402329087257385,
-0.07320182770490646,
-0.10357430577278137,
-0.011568715795874596,
-0.06750059127807617,
0.031436480581760406,
0.1059388816356659,
-0.06903177499771118,
-0.03806452825665474,
0.04549688100814819,
-0.008322414942085743,
0.043346107006073,
-0.007870940491557121,
-0.04263831675052643,
0.004109776578843594,
-0.09544569998979568,
0.00696520647034049,
0.028070801869034767,
0.048781465739011765,
-0.09099280834197998,
-0.10331723093986511,
0.020734045654535294,
-0.024744680151343346,
-0.09420280158519745,
0.03325566276907921,
-0.021789994090795517,
-0.06105506792664528,
0.04324815422296524,
-0.04633074253797531,
-0.008595705963671207,
0.005152926780283451,
0.04533703625202179,
-0.07644712924957275,
-0.011411040090024471,
0.058975592255592346,
-0.06306357681751251,
0.08308697491884232,
-0.06236457824707031,
-0.05294601991772652,
0.04216495528817177,
0.04328661039471626,
-0.06749150156974792,
0.006040187086910009,
0.04965620115399361,
0.06841723620891571,
0.02285018377006054,
0.07591162621974945,
-0.029339278116822243,
0.05100317671895027,
0.052019327878952026,
-0.0552147813141346,
0.06858161836862564,
0.05607624351978302,
-0.04463128745555878,
-0.0405593179166317,
-0.022596202790737152,
-0.052986618131399155,
-0.026229238137602806,
0.06611204892396927,
-0.08137920498847961,
-0.03736595809459686,
0.040034156292676926,
0.06560931354761124,
0.04317363351583481,
0.05905211344361305
] |
Aside from those highlights, the multi-lingual aspect of LLMs is a thing of
beauty. You can have a knowledge base consisting of purely Italian recipes
which your pasta-loving French friend can talk to in an all-French dialogue.
#### Fine-tuning revisited
Note that in the section above, we dismissed fine-tuning as a valuable option
because we had little control on source clarity thus increasing the risk for
hallucination.
It must be noted that the RAG approach, powered by a general LLM, only works
well as long as the specific knowledge base does not contain super specific
jargon that the LLM can’t understand from its general training.
Imagine you need the responses of your solution to follow ‘the tone and lingo’
that is present in your knowledge base. In this case the fine-tuning of your
LLM seems less avoidable. | scraping/output/3628185678030734886.txt | [
0.007510171737521887,
-0.05342872440814972,
-0.08497027307748795,
-0.06314006447792053,
0.07665325701236725,
-0.0428646057844162,
0.07278838008642197,
0.032896701246500015,
0.06945770233869553,
-0.019733473658561707,
0.031640566885471344,
0.04288998246192932,
0.10818067193031311,
-0.017082419246435165,
0.003925190772861242,
0.055483076721429825,
0.048425961285829544,
-0.012685803696513176,
-0.04958529397845268,
-0.05149088427424431,
0.043517403304576874,
0.0209267046302557,
-0.033595308661460876,
0.014210455119609833,
0.07448288798332214,
-0.003577103605493903,
-0.020000359043478966,
-0.017643969506025314,
0.03096132166683674,
-0.06856589764356613,
-0.04013903811573982,
-0.0014907519798725843,
0.03979118540883064,
-0.0397195890545845,
0.007339600007981062,
-0.0035518226213753223,
-0.024903126060962677,
-0.07243877649307251,
0.033653050661087036,
-0.10433551669120789,
-0.014784928411245346,
0.03189641237258911,
0.052370090037584305,
0.059069257229566574,
0.05295054614543915,
0.05190526321530342,
-0.07169867306947708,
0.0734429880976677,
-0.03737297281622887,
-0.029186684638261795,
-0.04526239261031151,
0.031151406466960907,
0.0038423785008490086,
0.07715296745300293,
0.02387692779302597,
-0.05651744082570076,
-0.08206092566251755,
-0.055150747299194336,
-0.0589817650616169,
0.02621767669916153,
0.03623342514038086,
-0.03208634629845619,
0.02000121958553791,
-0.004816034808754921,
0.06284882873296738,
0.08938596397638321,
0.03355438634753227,
0.034719884395599365,
-0.08889549225568771,
-0.05689406394958496,
-0.019863435998558998,
0.11235968768596649,
-0.03394871950149536,
-0.04120447486639023,
0.06351659446954727,
0.029253626242280006,
0.04718362167477608,
-0.053504329174757004,
0.045238345861434937,
-0.0286874957382679,
-0.07214438170194626,
-0.03588437661528587,
-0.010008999146521091,
0.00015675387112423778,
-0.013488809578120708,
0.04790760949254036,
0.05653996393084526,
-0.04358382895588875,
0.04721488431096077,
-0.041129402816295624,
0.04389336332678795,
-0.002415825380012393,
-0.046128157526254654,
-0.04104504734277725,
-0.06457534432411194,
-0.07006533443927765,
-0.059302497655153275,
0.08205881714820862,
0.06078823655843735,
0.007231123745441437,
0.07384566962718964,
-0.040750838816165924,
0.06852734833955765,
-0.02347005344927311,
-0.025810137391090393,
0.0059455507434904575,
0.03235197812318802,
-0.07010534405708313,
0.04351866990327835,
-0.05698619782924652,
-0.035420048981904984,
0.06969047337770462,
0.09820125252008438,
0.04656779766082764,
-0.049399297684431076,
-0.054109446704387665,
-0.07177458703517914,
-0.014156423509120941,
0.04355410858988762,
-0.08484324812889099,
0.08606206625699997,
-0.06843844801187515,
-0.019292037934064865,
-0.06018960103392601,
-0.06822561472654343,
-0.0030966526828706264,
-0.02975786104798317,
0.05872545763850212,
0.03566289693117142,
-0.012823614291846752,
0.005455328617244959,
0.02856326475739479,
0.05515008792281151,
0.046136174350976944,
0.042033251374959946,
0.10528258979320526,
-0.04843015968799591,
0.01240690890699625,
0.005221794359385967,
-0.04102587699890137,
-0.06625418365001678,
0.01490427739918232,
0.003305567428469658,
0.0452919565141201,
0.06857931613922119,
0.039874471724033356,
0.0746554434299469,
-0.04018200933933258,
0.05845719203352928,
-0.02884434349834919,
0.032306183129549026,
0.001383789349347353,
0.05221344530582428,
0.05124388262629509,
0.02659834921360016,
-0.03204509615898132,
-0.05668947100639343,
-0.04830994829535484,
0.07497294247150421,
0.07506009191274643,
-0.08464441448450089,
-0.05074617639183998,
-0.08459609746932983,
0.008952196687459946,
-0.04310160130262375,
-0.03306357562541962,
0.05029236897826195,
0.04804963991045952,
-0.020850811153650284,
-0.006578398868441582,
-0.07095594704151154,
0.0641016960144043,
-0.03079323098063469,
0.05235719680786133,
-0.020384017378091812,
0.033194754272699356,
-0.042844709008932114,
0.01698792167007923,
0.06965993344783783,
0.03957325220108032,
-0.02068115957081318,
0.009250777773559093,
-0.016455890610814095,
-0.022789297625422478,
-0.05822679027915001,
-0.028605271130800247,
-0.04447898268699646,
0.01943422481417656,
0.0687078908085823,
-0.07294881343841553,
-0.02285430207848549,
0.04658639058470726,
-0.10675553232431412,
-0.0964399129152298,
-0.048101216554641724,
0.03907199949026108,
-0.010586264543235302,
0.03680261969566345,
0.014794416725635529,
0.04764184355735779,
-0.00419311597943306,
-0.04917103797197342,
-0.0023091367911547422,
0.004662081599235535,
0.05706377327442169,
0.03440846502780914,
-0.0673009529709816,
0.020283197984099388,
-0.03820331394672394,
0.028196223080158234,
0.011930691078305244,
-0.07254871726036072,
-0.06704886257648468,
0.058213699609041214,
-0.020490800961852074,
-0.012199273332953453,
-0.013020488433539867,
0.1161956861615181,
-0.026617253199219704,
0.036435604095458984,
0.08190441876649857,
-0.04060092568397522,
0.04476803168654442,
-0.07577591389417648,
-0.04922682046890259,
0.04865054786205292,
0.0886547639966011,
-0.09008783847093582,
-0.048196300864219666,
0.0553588941693306,
-0.07973606139421463,
-0.0025968612171709538,
-0.055887993425130844,
-0.0624818280339241,
-0.06088949367403984,
-0.07142958045005798,
0.012136534787714481,
0.038020405918359756,
0.03921181708574295,
-0.06789933145046234,
-0.03713271766901016,
-0.0469166599214077,
0.030920343473553658,
-0.08049889653921127,
0.05759088695049286,
-0.0565057098865509,
0.003110594116151333,
0.049980126321315765,
-0.03276405483484268,
0.06274152547121048,
0.024119967594742775,
-0.010959861800074577,
-0.047687023878097534,
-0.0031669060699641705,
-0.027039572596549988,
0.052694171667099,
0.051620543003082275,
0.02423437125980854,
-0.07417040318250656,
0.05167631432414055,
0.020255684852600098,
-0.03825530782341957,
0.06525682657957077,
0.029085896909236908,
0.0617673359811306,
0.053019288927316666,
-0.03583038970828056,
-0.08321686834096909,
-0.038624804466962814,
-0.047231756150722504,
-0.0719451755285263,
-0.006099239457398653,
0.04145600274205208,
-0.05115046724677086,
-0.024418598040938377,
-0.05768078565597534,
-0.004075659438967705,
0.10128507018089294,
-0.04110022261738777,
-0.02883930131793022,
0.03914986178278923,
0.0014096442610025406,
0.019094416871666908,
0.042165644466876984,
0.02544928528368473,
0.003023987403139472,
-0.014280145987868309,
0.05105769261717796,
-0.028593644499778748,
-0.0612536184489727,
-0.004201613832265139,
-0.08951989561319351,
0.03154154121875763,
-0.009059798903763294,
0.08461981266736984,
0.015424450859427452,
-0.029811358079314232,
0.04389403015375137,
-0.06363736838102341,
0.03293649107217789,
-0.039225008338689804,
-0.023706795647740364,
0.04249044135212898,
0.045950997620821,
-0.05929376557469368,
0.00936316978186369,
0.037645578384399414,
0.044745758175849915,
0.0705631822347641,
-0.014337489381432533,
0.07448971271514893,
0.0794023796916008,
-0.04280061647295952,
-0.01635952666401863,
0.0394560731947422,
0.07912619411945343,
-0.03207114711403847,
0.034867919981479645,
-0.0642610490322113,
-0.053763601928949356,
-0.03377509489655495,
-0.11543793231248856,
-0.0008506157319061458,
-0.05352884531021118,
0.04104354605078697,
0.08486641943454742,
-0.030027437955141068,
-0.0056090750731527805,
0.04831927269697189,
-0.009242032654583454,
0.06941093504428864,
-0.0003988564421888441,
-0.03811875730752945,
0.04577403888106346,
-0.07154423743486404,
0.024634361267089844,
0.0009832975920289755,
0.08421254903078079,
-0.09294106811285019,
-0.07245840132236481,
0.04310892894864082,
-0.048114363104104996,
-0.09815982729196548,
0.052617721259593964,
-0.0355299673974514,
-0.03607700392603874,
0.036921560764312744,
-0.057857997715473175,
0.0034870647359639406,
0.00909931305795908,
0.07038577646017075,
-0.0894416868686676,
0.006762727629393339,
0.08262214064598083,
-0.04422687366604805,
0.09427537024021149,
-0.0666651725769043,
-0.03335709869861603,
0.044363196939229965,
0.08103237301111221,
-0.03891848772764206,
-0.050894707441329956,
0.011998400092124939,
0.08505218476057053,
0.05363934114575386,
0.07072417438030243,
-0.03370800241827965,
0.006319429725408554,
0.021814513951539993,
-0.04977462813258171,
0.06082279607653618,
0.04562259837985039,
-0.06665884703397751,
-0.02356972172856331,
-0.008384241722524166,
-0.052838217467069626,
-0.05256515368819237,
0.014145022258162498,
-0.07842320948839188,
-0.03446343168616295,
0.043046340346336365,
0.05713152885437012,
0.04087629169225693,
0.06896913796663284
] |
Imagine you need the responses of your solution to follow ‘the tone and lingo’
that is present in your knowledge base. In this case the fine-tuning of your
LLM seems less avoidable.
It could be a valid approach to be able to handle specific jargon and then
incorporate your fine-tuned LLM in the RAG architecture to reap the combined
benefits. Instead of working with a general bookworm, you would then use your
specifically trained Billy to power the Generator and/or the Smart Retriever
components.
### Why now? What’s new?
Excellent question.
Semantic Search (smart retrieval) has been around for quite some time and so
has generative AI (some primitive forms have been around for decades).
However, we have seen pivotal advancements over the last months.
On a technological level, we’ve recently witnessed big leaps forward in LLM
performance. These positively impact the RAG solution on two levels: | scraping/output/3628185678030734886.txt | [
0.009702100418508053,
-0.0389346107840538,
-0.037901680916547775,
-0.051784221082925797,
0.07318481057882309,
-0.048787787556648254,
0.0569615475833416,
-0.008426778018474579,
0.026841646060347557,
-0.01773788034915924,
0.02856488712131977,
0.03765464201569557,
0.11223199218511581,
-0.02477836236357689,
-0.030547019094228745,
0.07364556938409805,
0.03909212350845337,
-0.02585165575146675,
-0.0718662217259407,
-0.04408435523509979,
0.014675798825919628,
-0.015825580805540085,
-0.04254871606826782,
0.026918722316622734,
0.0665641576051712,
0.022094348445534706,
-0.05338187515735626,
-0.0012246407568454742,
0.040863748639822006,
-0.03904286399483681,
-0.0515110157430172,
-0.036627527326345444,
0.061179645359516144,
-0.07784315198659897,
0.025944745168089867,
0.01798764429986477,
-0.023671472445130348,
-0.07649961858987808,
0.02770368382334709,
-0.05042118579149246,
-0.012262332253158092,
0.009358017705380917,
0.03328832983970642,
0.032432738691568375,
0.05202701687812805,
0.03713800013065338,
-0.0557498000562191,
0.078324094414711,
-0.05694577470421791,
-0.04013894870877266,
-0.038767315447330475,
0.03931600600481033,
0.029366621747612953,
0.06285112351179123,
0.0318683385848999,
-0.03447723761200905,
-0.08297354727983475,
-0.08112239092588425,
-0.05841294676065445,
0.04423796385526657,
0.039587389677762985,
-0.04362469166517258,
0.019921092316508293,
0.016191137954592705,
0.09535838663578033,
0.08050111681222916,
0.03258845582604408,
0.03329223766922951,
-0.09974148869514465,
-0.015651434659957886,
-0.027601446956396103,
0.08018510043621063,
-0.0041357968002557755,
-0.048314470797777176,
0.04961951822042465,
0.04499915614724159,
0.031462736427783966,
-0.051903799176216125,
0.053572408854961395,
-0.016691502183675766,
-0.04639089107513428,
0.0010189729509875178,
-0.02234504744410515,
0.00909277331084013,
-0.03061315417289734,
0.043344974517822266,
0.08613809943199158,
-0.052802540361881256,
0.055703386664390564,
-0.06037520989775658,
0.06076318398118019,
0.019898805767297745,
-0.052631478756666183,
-0.023641396313905716,
-0.05236000940203667,
-0.07799740880727768,
-0.05405304208397865,
0.10424408316612244,
0.06561685353517532,
-0.01768755353987217,
0.060345277190208435,
-0.04444641247391701,
0.05219302326440811,
-0.026413587853312492,
-0.0381656177341938,
0.01690683886408806,
0.04012027382850647,
-0.08284252136945724,
0.04035994037985802,
-0.09205002337694168,
-0.03108387626707554,
0.037186797708272934,
0.074225053191185,
0.08267385512590408,
-0.052334245294332504,
-0.04700031504034996,
-0.06001901999115944,
0.0013558364007622004,
0.03514034301042557,
-0.04744664207100868,
0.08741321414709091,
-0.021339936181902885,
-0.07003441452980042,
-0.07077117264270782,
-0.0783327966928482,
-0.0034275248181074858,
0.0035062965471297503,
0.06586169451475143,
0.07154177129268646,
-0.00861323531717062,
-0.029063042253255844,
0.04955466464161873,
0.049138326197862625,
0.0338248647749424,
0.0629836842417717,
0.11106672883033752,
-0.03442252054810524,
0.004450113046914339,
-0.018817126750946045,
-0.02829001098871231,
-0.03897181898355484,
0.05151934549212456,
-0.024916917085647583,
0.04213264584541321,
0.06178279221057892,
0.02808353118598461,
0.060291729867458344,
-0.05223483219742775,
0.050962042063474655,
-0.05612228438258171,
0.05008867383003235,
0.009487058967351913,
0.08754175156354904,
0.06454558670520782,
0.011112967506051064,
-0.050128351897001266,
-0.0732550323009491,
-0.046928998082876205,
0.04074499011039734,
0.051266275346279144,
-0.04977244511246681,
-0.04351849481463432,
-0.061571553349494934,
0.0035402202047407627,
-0.05454706400632858,
0.007074375636875629,
0.033267270773649216,
0.08795617520809174,
-0.05422355607151985,
0.0003231176233384758,
-0.08347409963607788,
0.06673456728458405,
-0.014496956020593643,
0.04967733100056648,
0.007709703408181667,
0.004775939974933863,
-0.06910258531570435,
0.0006818774854764342,
0.06425568461418152,
0.035028111189603806,
-0.04963209107518196,
0.021274127066135406,
-0.02595793828368187,
-0.05413706973195076,
-0.03320176899433136,
-0.042975809425115585,
-0.06269457191228867,
0.029759947210550308,
0.03920784965157509,
-0.052139244973659515,
-0.024039138108491898,
0.055633801966905594,
-0.09610322117805481,
-0.05867359787225723,
-0.047374095767736435,
0.03295305743813515,
-0.000164420111104846,
0.05094418674707413,
0.031130390241742134,
0.07300261408090591,
0.007658316753804684,
-0.08283551037311554,
0.02500748634338379,
0.007233038544654846,
0.05426925793290138,
0.015504140406847,
-0.06439714878797531,
0.018686873838305473,
-0.032177653163671494,
0.02686203084886074,
0.01291135884821415,
-0.05076012760400772,
-0.09601850062608719,
0.07370629906654358,
-0.023452863097190857,
-0.029290908947587013,
-0.0016956416657194495,
0.1094459742307663,
-0.013388188555836678,
0.037478312849998474,
0.059226106852293015,
-0.036824095994234085,
0.042133551090955734,
-0.0789717584848404,
-0.07899424433708191,
0.03651152551174164,
0.0955023393034935,
-0.08242429047822952,
-0.0417260080575943,
0.023968424648046494,
-0.07702847570180893,
0.01142729539424181,
-0.06909699738025665,
-0.10441438853740692,
-0.015798237174749374,
-0.0716247409582138,
0.021517617627978325,
0.05142926052212715,
0.04192914068698883,
-0.06392335891723633,
-0.045302823185920715,
-0.04036054387688637,
-0.02664303220808506,
-0.07276253402233124,
0.048371005803346634,
-0.0664323940873146,
-0.044247712939977646,
0.05610654875636101,
-0.012750823982059956,
0.06584559381008148,
0.03267093747854233,
-0.043694764375686646,
-0.0379435271024704,
0.002483385382220149,
-0.038734059780836105,
0.044516194611787796,
0.055874235928058624,
0.07138671725988388,
-0.05166120454668999,
0.04421047866344452,
0.0028673841152340174,
-0.030497228726744652,
0.05698367953300476,
0.026246335357427597,
0.055112142115831375,
0.06728211045265198,
-0.06148115545511246,
-0.05718236044049263,
-0.05123443156480789,
-0.06691963225603104,
-0.03940077871084213,
0.021232696250081062,
0.06751392781734467,
-0.05589791759848595,
-0.005001763813197613,
-0.03349924460053444,
0.019691692665219307,
0.09147495031356812,
-0.03061727248132229,
-0.028175558894872665,
0.049900952726602554,
0.00660288892686367,
0.03252222388982773,
0.04049072787165642,
0.03146854788064957,
0.03250933066010475,
-0.004804600961506367,
0.08060552179813385,
-0.016379348933696747,
-0.054230231791734695,
-0.014298154041171074,
-0.0793876051902771,
0.034763239324092865,
-0.012555759400129318,
0.0953676849603653,
0.025110360234975815,
-0.013055913150310516,
0.03334778919816017,
-0.08553317934274673,
0.040195923298597336,
-0.01685798354446888,
-0.047848738729953766,
0.038087148219347,
0.03322271630167961,
-0.06312499940395355,
0.008157504722476006,
0.028516100719571114,
0.05848236009478569,
0.043510302901268005,
0.005855827126652002,
0.07054123282432556,
0.06619324535131454,
-0.06078118458390236,
-0.004747570026665926,
0.030957847833633423,
0.044086895883083344,
-0.007126104086637497,
0.0004648849426303059,
-0.05605305731296539,
-0.05190795287489891,
-0.0376911461353302,
-0.1021239385008812,
0.006033232435584068,
-0.06705491244792938,
0.04024103283882141,
0.07762190699577332,
-0.04274448752403259,
0.021023141220211983,
0.047852884978055954,
0.014674964360892773,
0.030648687854409218,
0.00028692910564132035,
-0.05572212487459183,
0.010453862138092518,
-0.09773005545139313,
0.00813781563192606,
0.012152433395385742,
0.060417693108320236,
-0.06742091476917267,
-0.07605841010808945,
0.004753622226417065,
-0.02761276252567768,
-0.1150771975517273,
0.0237449761480093,
-0.03317355364561081,
-0.046005040407180786,
0.021186787635087967,
-0.03269601985812187,
-0.005545147228986025,
0.02702559344470501,
0.07715047895908356,
-0.068388432264328,
-0.0004630853363778442,
0.06091199815273285,
-0.047665517777204514,
0.12336772680282593,
-0.08199530839920044,
-0.04800056666135788,
0.0342843197286129,
0.0704217478632927,
-0.02888757549226284,
-0.0036455984227359295,
0.03038266859948635,
0.06505678594112396,
0.0416204035282135,
0.06625938415527344,
-0.04100704938173294,
0.04391307011246681,
-0.020224647596478462,
-0.06244724616408348,
0.06916609406471252,
0.07221709191799164,
-0.06897424161434174,
-0.03378261253237724,
-0.014780483208596706,
-0.06922173500061035,
-0.06708014756441116,
0.023074805736541748,
-0.07926753163337708,
-0.03650209680199623,
0.04429975524544716,
0.06879142671823502,
0.03643820807337761,
0.06940243393182755
] |
On a technological level, we’ve recently witnessed big leaps forward in LLM
performance. These positively impact the RAG solution on two levels:
* Embeddings (e.g. Embedding API by OpenAI or Google’s PaLM)
* Generative capabilities (e.g. OpenAI’s ChatGPT solution)
Accompanying that improved generative quality is the increase in traction.
Previously, companies could not easily imagine the opportunities of a system
relying on generative AI. Now however, thanks to the wide media coverage and
adoption of tools like ChatGPT, overall interest has grown exponentially.
So, though arguably mediocre versions of RAG might have been possible for
quite some time, technological improvements and increased traction result in a
fruitful market opportunity.
### Challenges on your way to success
In this section, we aim to introduce you to some of the main challenges with
setting up a successful RAG solution. | scraping/output/3628185678030734886.txt | [
0.04083365574479103,
-0.04980970546603203,
-0.03312680125236511,
-0.042653340846300125,
0.0587368905544281,
-0.039512213319540024,
0.05568720027804375,
0.044240646064281464,
0.05957891047000885,
-0.04200110584497452,
0.029575468972325325,
0.01693570613861084,
0.05450471490621567,
-0.052331551909446716,
-0.038728855550289154,
0.05478291213512421,
0.030361374840140343,
-0.013985871337354183,
-0.0504874512553215,
-0.0354430228471756,
0.032460059970617294,
-0.010454223491251469,
-0.0027562326285988092,
0.031272269785404205,
0.05829448625445366,
0.05989432334899902,
-0.020228274166584015,
0.016240136697888374,
0.03144066780805588,
-0.047541387379169464,
-0.02292756177484989,
-0.01935749314725399,
0.035884905606508255,
-0.04256707429885864,
0.021175529807806015,
0.005952694918960333,
-0.021183496341109276,
-0.062343209981918335,
0.0530366450548172,
-0.06866518408060074,
-0.02390310913324356,
0.027402209118008614,
0.007266518659889698,
0.01406246330589056,
0.05682061240077019,
0.039396341890096664,
-0.014884003438055515,
0.058138445019721985,
-0.04843177646398544,
-0.033433374017477036,
-0.03485865145921707,
0.07242001593112946,
0.016401199623942375,
0.08124446868896484,
0.04663162678480148,
-0.06469089537858963,
-0.06750292330980301,
-0.07158968597650528,
-0.05773339420557022,
0.03385619819164276,
0.02037721872329712,
-0.044484544545412064,
-0.0000455137160315644,
0.04675504192709923,
0.09868932515382767,
0.09177644550800323,
0.009083939716219902,
0.04923498257994652,
-0.09456295520067215,
-0.011200792156159878,
-0.03333216533064842,
0.05962434038519859,
0.0012773153139278293,
-0.05690748244524002,
0.02283991128206253,
0.07179625332355499,
0.04272742196917534,
-0.07796010375022888,
0.032326839864254,
0.01928185112774372,
-0.06381476670503616,
-0.012781995348632336,
0.012057102285325527,
0.022341197356581688,
-0.03396541252732277,
0.018492674455046654,
0.06263508647680283,
-0.047643423080444336,
0.085358165204525,
-0.07188764959573746,
0.0368121862411499,
0.030323605984449387,
-0.061610545963048935,
-0.011063946411013603,
-0.057997796684503555,
-0.10373672842979431,
-0.07532455027103424,
0.11212149262428284,
0.060869425535202026,
-0.007370042614638805,
0.0761093720793724,
-0.020303884521126747,
0.07017258554697037,
-0.03469788283109665,
-0.0709482878446579,
0.039338912814855576,
0.027053529396653175,
-0.11416612565517426,
0.018101416528224945,
-0.048893041908741,
-0.04775582253932953,
0.06644724309444427,
0.07920259237289429,
0.03165203332901001,
-0.10070488601922989,
-0.058357201516628265,
-0.023456044495105743,
-0.04276396706700325,
0.0322812981903553,
-0.04824674129486084,
0.0739218145608902,
-0.021959081292152405,
-0.07543711364269257,
-0.08806993067264557,
-0.05283351615071297,
0.029893292114138603,
-0.021417386829853058,
0.04968925192952156,
0.04518868401646614,
-0.025165781378746033,
0.028776684775948524,
0.04544990137219429,
0.051948633044958115,
0.04362596571445465,
0.08892692625522614,
0.10102168470621109,
-0.03452238440513611,
0.005610276013612747,
-0.010560709051787853,
-0.03057660348713398,
-0.06272144615650177,
0.04464070498943329,
-0.05205107480287552,
0.06327880173921585,
0.08741200715303421,
0.06710781157016754,
0.08947673439979553,
-0.05657338723540306,
0.0576958954334259,
-0.0031563532538712025,
0.05791575461626053,
-0.008376908488571644,
0.07755285501480103,
0.02186424285173416,
0.03307327628135681,
-0.06795645505189896,
-0.057173874229192734,
-0.04446085914969444,
0.032579731196165085,
0.057189080864191055,
-0.031234871596097946,
-0.0368528887629509,
-0.06472846865653992,
0.000310720904963091,
-0.025332381948828697,
-0.034926969558000565,
0.004659018479287624,
0.04581630229949951,
-0.046169694513082504,
-0.04588082432746887,
-0.09340231120586395,
0.039523981511592865,
-0.01732180267572403,
0.052028827369213104,
-0.024018317461013794,
0.023214096203446388,
-0.055518392473459244,
0.06354009360074997,
0.09788092970848083,
0.05638931319117546,
-0.05298881232738495,
-0.040500544011592865,
-0.05820227786898613,
-0.06960082799196243,
-0.04781535267829895,
-0.04976681247353554,
-0.08437265455722809,
0.00463142292574048,
-0.006662057247012854,
-0.04739215224981308,
-0.007668224163353443,
0.05473119020462036,
-0.10731666535139084,
-0.05319666117429733,
-0.07411376386880875,
0.03166785091161728,
-0.05141937732696533,
0.06352325528860092,
0.0556001141667366,
0.040691979229450226,
0.0031812312081456184,
-0.023944977670907974,
-0.005103765986859798,
0.018374405801296234,
0.04486750438809395,
0.004381678998470306,
-0.046572670340538025,
0.05321202799677849,
-0.0572734959423542,
0.0033219342585653067,
0.04651927202939987,
-0.04098105803132057,
-0.0602848194539547,
0.06555990874767303,
-0.0012448260094970465,
-0.0233853068202734,
-0.023303771391510963,
0.0775895044207573,
0.003549746470525861,
0.02609219029545784,
0.08130572736263275,
-0.02799508534371853,
0.06394091993570328,
-0.09377609938383102,
-0.02238568663597107,
0.03038995899260044,
0.10674729943275452,
-0.09791071712970734,
-0.04238458722829819,
0.032392799854278564,
-0.05510971322655678,
-0.009226035326719284,
-0.06309196352958679,
-0.08631330728530884,
-0.022908128798007965,
-0.08295805007219315,
-0.0011440976522862911,
0.033088214695453644,
0.06847512722015381,
-0.032979317009449005,
-0.03531989827752113,
-0.0396932028234005,
0.017918415367603302,
-0.024874810129404068,
0.039872728288173676,
-0.029666686430573463,
-0.02988172136247158,
0.02607312798500061,
0.02593912184238434,
0.05389147996902466,
0.04389943554997444,
-0.06404543668031693,
-0.062459059059619904,
-0.0076419818215072155,
-0.039740923792123795,
0.05316994711756706,
0.05060190707445145,
0.04377065971493721,
-0.09589774161577225,
0.07169333100318909,
0.023265216499567032,
-0.02159843221306801,
0.03633667156100273,
0.009335258044302464,
0.042899876832962036,
0.027858885005116463,
-0.024291325360536575,
-0.05307680740952492,
-0.059941139072179794,
-0.0269668810069561,
-0.06036850064992905,
0.04153865575790405,
0.02474629320204258,
-0.03851470723748207,
-0.04660390317440033,
-0.08948174118995667,
0.024878492578864098,
0.08356744050979614,
-0.06999479234218597,
-0.0309071596711874,
0.05957942456007004,
0.003067654324695468,
0.03354831039905548,
0.020333312451839447,
0.014853952452540398,
-0.00529685290530324,
-0.0036352062597870827,
0.07052573561668396,
-0.012160331010818481,
-0.05028596892952919,
-0.0384378582239151,
-0.0575810931622982,
0.029488714411854744,
-0.009036852046847343,
0.11430197954177856,
0.04985922947525978,
-0.006820480339229107,
0.03684259206056595,
-0.07540950924158096,
0.03844426944851875,
-0.023235037922859192,
-0.014147232286632061,
0.027014706283807755,
0.04551134631037712,
-0.04764691740274429,
0.04310216009616852,
0.023979023098945618,
0.05453762784600258,
0.05187106877565384,
0.03531366586685181,
0.09100192785263062,
0.06990481913089752,
-0.03299479931592941,
-0.049550317227840424,
0.005552531685680151,
0.03991458937525749,
-0.015188411809504032,
0.06013798341155052,
-0.057584092020988464,
-0.05379178747534752,
-0.028569068759679794,
-0.10712110996246338,
0.007856541313230991,
-0.10763826966285706,
0.03125216066837311,
0.04562773555517197,
-0.06823527812957764,
-0.0062049818225204945,
0.030551230534911156,
-0.022281594574451447,
0.06650415062904358,
-0.021944643929600716,
-0.06352740526199341,
0.02222541905939579,
-0.0866803303360939,
-0.01579776033759117,
0.017763851210474968,
0.032684922218322754,
-0.08616045862436295,
-0.05368918925523758,
0.08347618579864502,
-0.028703827410936356,
-0.09336444735527039,
0.0426952950656414,
-0.03889492526650429,
-0.051597099751234055,
0.042028795927762985,
-0.039575736969709396,
-0.019132839515805244,
-0.03034762106835842,
0.07693170756101608,
-0.060961175709962845,
0.00475824112072587,
0.07782439887523651,
-0.028347857296466827,
0.08234473317861557,
-0.09855109453201294,
-0.04359840601682663,
0.04061383008956909,
0.07019487023353577,
-0.0410119891166687,
-0.006227802485227585,
0.053003616631031036,
0.07383476197719574,
0.037265025079250336,
0.017832977697253227,
-0.036548055708408356,
0.01768272928893566,
0.02853207290172577,
-0.040852293372154236,
0.06795526295900345,
0.0358554981648922,
-0.03613189607858658,
-0.011706414632499218,
-0.04151884838938713,
-0.04845139756798744,
-0.04244881868362427,
0.020487600937485695,
-0.08373580127954483,
-0.01819111965596676,
0.04628768190741539,
0.06798806041479111,
0.0347030833363533,
0.05957447364926338
] |
### Challenges on your way to success
In this section, we aim to introduce you to some of the main challenges with
setting up a successful RAG solution.
* Strong dependency on the performance of the Smart Retriever.
The quality of the responses given by your Generative Component will depend
directly on the relevancy of the information handed to it by the Smart
Retriever. As mentioned above, we can thank LLM advancements for giving us
rich and powerful text embeddings. But fetching these embeddings purely via
API’s may not be your best option. You should be very conscious when designing
your Semantic Search component, perhaps your knowledge base has specific
jargon and you might need a custom fitted (i.e. fine-tuned) component to
handle it. A more in-depth practical guide on Semantic Search can be found in
this blogpost [1] .
| scraping/output/3628185678030734886.txt | [
0.029327813535928726,
-0.05996963754296303,
-0.025518173351883888,
-0.012424364686012268,
0.06460441648960114,
-0.0633869543671608,
0.06304243206977844,
0.04745544120669365,
0.024406123906373978,
-0.03412894532084465,
0.023733213543891907,
0.06339368224143982,
0.06199849769473076,
-0.06479007005691528,
-0.027935514226555824,
0.05947057530283928,
0.0337299220263958,
-0.051721323281526566,
-0.06950724124908447,
-0.05598394572734833,
0.009659827686846256,
-0.01674984022974968,
-0.014383665286004543,
0.045322347432374954,
0.0851525366306305,
0.01157679408788681,
-0.07198521494865417,
0.018032005056738853,
-0.001300309901125729,
-0.04729771241545677,
-0.049482498317956924,
-0.06343405693769455,
0.0704721137881279,
-0.04758539795875549,
0.021650098264217377,
0.008734011091291904,
-0.035923756659030914,
-0.05885230377316475,
0.06077895313501358,
-0.07827697694301605,
-0.01470133662223816,
0.026346450671553612,
0.04060371220111847,
0.035115089267492294,
0.061089497059583664,
0.030475743114948273,
-0.034103985875844955,
0.04212022200226784,
-0.023006068542599678,
-0.03310263156890869,
-0.04602819308638573,
0.041191477328538895,
0.02696317993104458,
0.0457901768386364,
0.040074873715639114,
-0.07222065329551697,
-0.06881582736968994,
-0.08213797956705093,
-0.08051638305187225,
0.057927265763282776,
0.05074036866426468,
-0.07940441370010376,
0.008876313455402851,
0.04676885902881622,
0.09989126771688461,
0.08582545816898346,
0.002417591167613864,
0.026814794167876244,
-0.07543453574180603,
-0.027674905955791473,
-0.035610344260931015,
0.04620349407196045,
0.015972523018717766,
-0.0336126908659935,
0.010789795778691769,
0.05743357911705971,
0.019173461943864822,
-0.03333759307861328,
0.05357857793569565,
-0.025238944217562675,
-0.04439062997698784,
-0.03527742996811867,
-0.018090087920427322,
0.006565283052623272,
-0.0270524974912405,
0.051127634942531586,
0.09405171871185303,
-0.029581870883703232,
0.058811984956264496,
-0.032888948917388916,
0.05431834235787392,
0.04876233637332916,
-0.04507774859666824,
-0.032756347209215164,
-0.04070313274860382,
-0.08327796310186386,
-0.05451834946870804,
0.11513028293848038,
0.08144116401672363,
-0.021153327077627182,
0.04954242706298828,
-0.05442742258310318,
0.05452863872051239,
-0.04478533938527107,
-0.06084539368748665,
0.028286930173635483,
0.038171447813510895,
-0.0720737874507904,
0.051412567496299744,
-0.06531553715467453,
-0.08909604698419571,
0.02868245542049408,
0.09600409120321274,
0.07454397529363632,
-0.08828871697187424,
-0.04500649869441986,
-0.03160405158996582,
-0.03718772530555725,
0.014147715643048286,
-0.03669882193207741,
0.07630794495344162,
-0.012855201959609985,
-0.06739946454763412,
-0.09785569459199905,
-0.031942903995513916,
0.009684227406978607,
-0.046470772475004196,
0.03160903602838516,
0.0494820736348629,
0.013415087945759296,
-0.006345677189528942,
0.060715824365615845,
0.03930450975894928,
0.04188410937786102,
0.04233700782060623,
0.09316249936819077,
-0.050732072442770004,
0.007299826946109533,
0.0005805811961181462,
-0.040651511400938034,
-0.027621939778327942,
0.0400857999920845,
-0.03180323541164398,
0.06447267532348633,
0.09417783468961716,
0.03465447202324867,
0.10827203840017319,
-0.03898206353187561,
0.05237247794866562,
-0.014239957556128502,
0.05321398377418518,
0.013707362115383148,
0.07657258212566376,
0.05768996849656105,
-0.0009994055144488811,
-0.06502605974674225,
-0.03249139338731766,
-0.028968360275030136,
0.016948141157627106,
0.061994753777980804,
0.000968306208960712,
-0.04789520055055618,
-0.08130372315645218,
-0.026153646409511566,
-0.04148280620574951,
0.018764380365610123,
0.023732267320156097,
0.07192571461200714,
-0.04690203815698624,
-0.04209844395518303,
-0.072181336581707,
0.058484893292188644,
-0.028041625395417213,
0.06582009047269821,
-0.0005548511981032789,
0.004994782619178295,
-0.049777474254369736,
0.06706205755472183,
0.07346901297569275,
0.027442868798971176,
-0.060540422797203064,
-0.012794075533747673,
-0.05270463228225708,
-0.07905247807502747,
-0.05427568405866623,
-0.03911001607775688,
-0.08022016286849976,
-0.01690898835659027,
0.03209078684449196,
-0.028999606147408485,
-0.00862444844096899,
0.06819237768650055,
-0.08901073038578033,
-0.04365243762731552,
-0.03366824984550476,
0.036930110305547714,
-0.0019063304644078016,
0.06166255474090576,
0.04710378870368004,
0.06137258931994438,
0.013288178481161594,
-0.04894086718559265,
0.006722013466060162,
0.027058715000748634,
0.06377465277910233,
-0.014733967371284962,
-0.058465540409088135,
0.03932545334100723,
-0.057501014322042465,
0.010214628651738167,
0.015106291510164738,
-0.045387785881757736,
-0.09978079050779343,
0.0895247757434845,
-0.0346735380589962,
-0.032989341765642166,
-0.010181224904954433,
0.05103200674057007,
0.00977097637951374,
0.023990361019968987,
0.0646018236875534,
-0.03162602335214615,
0.048367537558078766,
-0.10056579113006592,
-0.013231571763753891,
0.013957057148218155,
0.09896774590015411,
-0.07055274397134781,
-0.034348562359809875,
0.02412959188222885,
-0.07448603212833405,
0.002399716293439269,
-0.08642788976430893,
-0.06371404975652695,
-0.026044361293315887,
-0.08272293955087662,
-0.016494588926434517,
0.0409703366458416,
0.06344226002693176,
-0.06527828425168991,
-0.0516517199575901,
-0.031644102185964584,
0.01680910214781761,
-0.043648868799209595,
0.02448585070669651,
-0.03407733514904976,
-0.05203389376401901,
0.05531392619013786,
-0.013722673058509827,
0.06185578927397728,
0.03233294561505318,
-0.08305968344211578,
-0.08732527494430542,
0.007961436174809933,
-0.04924027994275093,
0.04675358906388283,
0.023938583210110664,
0.07625773549079895,
-0.05697178840637207,
0.07122688740491867,
0.021265637129545212,
-0.005995017476379871,
0.07861349731683731,
0.03500911965966225,
0.03212020546197891,
0.024308063089847565,
-0.03997470438480377,
-0.06927037239074707,
-0.041107092052698135,
-0.05608801171183586,
-0.03449857607483864,
0.03620791807770729,
0.033412668853998184,
-0.021993586793541908,
-0.05214894562959671,
-0.016438312828540802,
0.0066412161104381084,
0.09488450735807419,
-0.04261777177453041,
-0.05486878752708435,
0.07580383867025375,
0.008944840170443058,
0.03295108675956726,
0.055976662784814835,
0.03495543450117111,
0.01387128233909607,
-0.012984930537641048,
0.06551602482795715,
-0.014132807962596416,
-0.019093625247478485,
-0.0557948537170887,
-0.0651325210928917,
0.03579643741250038,
-0.014330525882542133,
0.08244988322257996,
0.026585165411233902,
0.014073675498366356,
0.03943159058690071,
-0.03648533299565315,
0.04143182933330536,
-0.032492004334926605,
-0.04086727648973465,
0.028842240571975708,
0.07817377895116806,
-0.07145442068576813,
0.04671836271882057,
0.012286318466067314,
0.07262593507766724,
0.047868043184280396,
0.03831588849425316,
0.07896355539560318,
0.06650090217590332,
-0.03212945908308029,
0.006964264903217554,
0.015391911379992962,
0.06274858117103577,
0.02897500805556774,
0.046462029218673706,
-0.05769670754671097,
-0.05571843311190605,
-0.019253993406891823,
-0.08365688472986221,
-0.008294777013361454,
-0.09518936276435852,
0.03956405073404312,
0.06554502993822098,
-0.035402245819568634,
-0.00553519232198596,
0.02447095699608326,
-0.016718894243240356,
0.039642583578825,
-0.012582085095345974,
-0.04029948636889458,
0.005714803468436003,
-0.08556951582431793,
-0.03482251241803169,
0.01741817034780979,
0.05030103772878647,
-0.06686124950647354,
-0.03125638887286186,
0.05672985687851906,
-0.0019707325845956802,
-0.11481065303087234,
0.037256475538015366,
-0.030429834499955177,
-0.06505846977233887,
0.03899539262056351,
-0.04677737504243851,
-0.043539054691791534,
-0.009006001055240631,
0.0716196745634079,
-0.08805036544799805,
-0.007493015844374895,
0.06440230458974838,
-0.05565451830625534,
0.06634790450334549,
-0.0756903737783432,
-0.03828897327184677,
0.07581987977027893,
0.04231560602784157,
-0.08286081999540329,
-0.03722333535552025,
0.05438274145126343,
0.04756208509206772,
0.02733589895069599,
0.04320162162184715,
-0.0417984239757061,
0.030574919655919075,
0.018723640590906143,
-0.04462576285004616,
0.09871098399162292,
0.03579353541135788,
-0.024316851049661636,
-0.021520711481571198,
-0.04763977602124214,
-0.07739364355802536,
-0.05034460499882698,
0.025370577350258827,
-0.10382338613271713,
0.001247523003257811,
0.0527099072933197,
0.05869908258318901,
0.01945340447127819,
0.06371409446001053
] |
* Trade-off to be made in restriction to stick to info in knowledge base.
As explained in the RAG architecture, we can force our LLM generative
component to restrict itself to the information found in the relevant
documents. While this ensures that hallucination (i.e. non-sensical answers)
has little chance, it also means you are barely leveraging the information
your LLM possesses. You might want your solution to use that knowledge as well
but maybe only when requested by the user.
* Conversational design to allow complex dialogue.
While our depictions above have represented the user behaviour as asking
merely a “one-shot question”, often your user might want to zoom in on the
answer provided by your solution (in a ChatGPT-style conversation). Luckily,
tools exist to aid you in this battle. The langchain framework offers a
helping hand in getting this just right.
| scraping/output/3628185678030734886.txt | [
0.004696024116128683,
-0.060140468180179596,
-0.0840386152267456,
-0.02844901569187641,
0.03603255748748779,
-0.017554597929120064,
0.050927482545375824,
0.0372331328690052,
0.04615667089819908,
-0.05075984448194504,
0.031576525419950485,
0.03977325186133385,
0.11558029800653458,
-0.0018179960316047072,
-0.04641585797071457,
0.052165642380714417,
0.06020466610789299,
-0.0044768573716282845,
-0.04056505858898163,
-0.03583185747265816,
0.025507615879178047,
-0.014109363779425621,
-0.02736501768231392,
0.017943240702152252,
0.058355435729026794,
0.06686382740736008,
-0.018673041835427284,
0.007337051909416914,
0.06140562891960144,
-0.06494911015033722,
-0.032671649008989334,
-0.04244966059923172,
0.04343734681606293,
-0.020909007638692856,
0.023283692076802254,
0.027540577575564384,
-0.043774042278528214,
-0.06000150367617607,
0.057157251983881,
-0.05817627161741257,
-0.02658141404390335,
0.025423970073461533,
0.05882441624999046,
0.03224226087331772,
0.044081151485443115,
0.047859471291303635,
-0.0583941750228405,
0.05556111037731171,
-0.04831193760037422,
-0.007532468531280756,
-0.07641144096851349,
0.07857435196638107,
-0.0053391605615615845,
0.06212051212787628,
0.004071436356753111,
-0.06346438080072403,
-0.07462142407894135,
-0.0539977103471756,
-0.059173136949539185,
0.05113302543759346,
0.03279580920934677,
-0.06030529364943504,
-0.00457036541774869,
0.03180389478802681,
0.09967105835676193,
0.1122484877705574,
0.00019476283341646194,
0.05094695836305618,
-0.08865625411272049,
-0.029278088361024857,
0.0008231769315898418,
0.06550870090723038,
0.004661070182919502,
-0.02654751017689705,
0.033429838716983795,
0.054079025983810425,
0.01693972572684288,
-0.03524839133024216,
0.020164892077445984,
-0.022304531186819077,
-0.08064697682857513,
-0.04445049539208412,
-0.0052022626623511314,
0.04670336842536926,
-0.04063849151134491,
0.049451906234025955,
0.07312674820423126,
-0.04008002579212189,
0.07062791287899017,
-0.058161936700344086,
0.02514028362929821,
0.0009627798572182655,
-0.07034622877836227,
-0.04126869514584541,
-0.033447787165641785,
-0.08849313110113144,
-0.07670296728610992,
0.07927526533603668,
0.05117037519812584,
-0.005463964771479368,
0.055020853877067566,
-0.019257932901382446,
0.0904204323887825,
-0.050943706184625626,
-0.039520613849163055,
0.02136220596730709,
0.022101055830717087,
-0.06523557007312775,
0.025252174586057663,
-0.03236311301589012,
-0.04160529002547264,
0.07845060527324677,
0.06664295494556427,
0.038541294634342194,
-0.017515333369374275,
-0.06940285116434097,
-0.034020815044641495,
-0.019136428833007812,
0.031566668301820755,
-0.08079024404287338,
0.06684049218893051,
-0.04197234660387039,
-0.05823010951280594,
-0.05555294081568718,
-0.07512351870536804,
0.017868535593152046,
-0.01857268251478672,
0.07413207739591599,
0.0603189542889595,
0.004877293016761541,
0.005168319679796696,
0.040639620274305344,
0.06604116410017014,
0.02971271052956581,
0.05552782118320465,
0.1265125721693039,
-0.0291072316467762,
0.053146135061979294,
-0.005948292091488838,
-0.02047283761203289,
-0.09383920580148697,
0.07416925579309464,
-0.02504129894077778,
0.06279026716947556,
0.0895363837480545,
0.03914682939648628,
0.06504366546869278,
-0.050741251558065414,
0.08054966479539871,
-0.030303986743092537,
0.05269414931535721,
-0.024932410567998886,
0.07294414192438126,
0.0186296496540308,
0.04436670243740082,
-0.040473513305187225,
-0.0549817718565464,
-0.04636445641517639,
0.03634769469499588,
0.05812573805451393,
-0.04781974479556084,
-0.024573856964707375,
-0.10080242902040482,
-0.022241804748773575,
-0.0523889996111393,
-0.02744947001338005,
0.03117174655199051,
0.08108207583427429,
-0.045704085379838943,
-0.037016235291957855,
-0.09981342405080795,
0.048172686249017715,
-0.03063233755528927,
0.05618885159492493,
0.006615770515054464,
0.025937873870134354,
-0.04743476212024689,
0.045510534197092056,
0.06234333664178848,
0.06983494013547897,
-0.02313397265970707,
0.00417985487729311,
-0.0172318983823061,
-0.07930406928062439,
-0.0428764708340168,
-0.06269362568855286,
-0.04825371876358986,
0.01465532835572958,
0.03910750895738602,
-0.04907242953777313,
-0.04186052083969116,
0.028136922046542168,
-0.06179359182715416,
-0.058060724288225174,
-0.050298985093832016,
0.010164324194192886,
-0.04971327632665634,
0.037852153182029724,
0.06918224692344666,
0.07035844027996063,
0.01289929635822773,
-0.03484945744276047,
-0.014763185754418373,
0.027341002598404884,
0.03558143600821495,
-0.012647274881601334,
-0.024810943752527237,
0.03034401498734951,
-0.031970445066690445,
0.013396966271102428,
0.050673708319664,
-0.054784104228019714,
-0.07243431359529495,
0.06734304875135422,
-0.04485662654042244,
-0.022932518273591995,
0.002750708954408765,
0.06607696413993835,
-0.02067321166396141,
0.039815519005060196,
0.08295374363660812,
-0.02882331982254982,
0.04814423993229866,
-0.088134765625,
-0.0674155130982399,
0.007103766780346632,
0.0939251258969307,
-0.07168854773044586,
-0.03866079822182655,
0.02858620323240757,
-0.060765162110328674,
-0.007365513127297163,
-0.0685088261961937,
-0.08251708745956421,
-0.028413131833076477,
-0.11756733804941177,
-0.02205616608262062,
0.05931900441646576,
0.02149393782019615,
-0.04893649369478226,
-0.0612819530069828,
-0.04655968025326729,
0.018494494259357452,
-0.0889526754617691,
0.06521595269441605,
-0.056522730737924576,
-0.0172946248203516,
0.03149689733982086,
-0.0155558492988348,
0.05679634213447571,
0.04085974767804146,
-0.06334581971168518,
-0.034628964960575104,
-0.021370721980929375,
-0.014998234808444977,
0.0669969990849495,
0.07069674879312515,
0.0734870433807373,
-0.07647279649972916,
0.01315197441726923,
-0.012843229807913303,
-0.04664265736937523,
0.08517800271511078,
0.044974010437726974,
0.03926785662770271,
0.03417132422327995,
-0.04894480109214783,
-0.027531098574399948,
-0.04400233179330826,
-0.05772637575864792,
-0.02488737367093563,
0.02205638401210308,
0.028005072847008705,
-0.06869235634803772,
-0.025979850441217422,
-0.06332872807979584,
0.011114751920104027,
0.06431421637535095,
-0.06274879723787308,
-0.027228038758039474,
0.04895557463169098,
0.00873049721121788,
0.026642536744475365,
0.015459476038813591,
0.03480696678161621,
-0.0006212387233972549,
-0.02255043387413025,
0.05070662498474121,
-0.016806472092866898,
-0.06861214339733124,
-0.03161056339740753,
-0.07150166481733322,
0.012705921195447445,
-0.010852381587028503,
0.1199648454785347,
0.03246994689106941,
-0.03554529324173927,
0.07076895236968994,
-0.061043139547109604,
0.06790033727884293,
-0.004421408288180828,
-0.025018513202667236,
0.044448431581258774,
0.01986953802406788,
-0.09056810289621353,
0.010459943674504757,
0.038042351603507996,
0.01674679107964039,
0.05995802953839302,
-0.006945511791855097,
0.10658621042966843,
0.04068290442228317,
-0.014191541820764542,
-0.039992861449718475,
0.06586945801973343,
0.07019756734371185,
-0.023917164653539658,
0.003042567055672407,
-0.06241496652364731,
-0.0347059927880764,
-0.06938967853784561,
-0.09998626261949539,
-0.009271853603422642,
-0.05313117802143097,
0.034352999180555344,
0.07465565204620361,
-0.04693291336297989,
-0.01038936898112297,
0.07156606763601303,
-0.009433195926249027,
0.045416902750730515,
-0.014831334352493286,
-0.02729719690978527,
0.02440798655152321,
-0.08037946373224258,
0.04040902107954025,
-0.005856623407453299,
0.05058104544878006,
-0.09596484154462814,
-0.07736966758966446,
0.01243479736149311,
-0.04970229044556618,
-0.08493368327617645,
0.049347300082445145,
-0.03613610193133354,
-0.07461988180875778,
0.06519398093223572,
-0.03637932613492012,
-0.01264951378107071,
0.016810342669487,
0.09357738494873047,
-0.05711951479315758,
0.010011991485953331,
0.05587751418352127,
-0.024535687640309334,
0.05733240395784378,
-0.04699036851525307,
-0.024348290637135506,
0.053179554641246796,
0.08606942743062973,
-0.04674430564045906,
-0.02931768260896206,
0.038281381130218506,
0.07051790505647659,
0.0262544434517622,
0.01908811740577221,
-0.005928986240178347,
0.0012251550797373056,
0.03311627730727196,
-0.05335318297147751,
0.06314428895711899,
0.051455412060022354,
-0.07939817756414413,
-0.04527366906404495,
-0.028233272954821587,
-0.048859722912311554,
-0.00839891005307436,
0.005625027231872082,
-0.08137635886669159,
-0.054145343601703644,
0.028795601800084114,
0.06808561086654663,
0.0026169964112341404,
0.06464576721191406
] |
* Prompt engineering as a way to steer generation toward succes.
To get the answer of your generative component just right, you need to tell it
exactly what kind of output you expect. Overall, this is far from rocket
science. But getting your prompt setup just right for your use case takes time
and deserves enough attention. It may be worthwhile looking at prompt
management systems to make sure you can keep track of which prompting works
best for which situations.
| scraping/output/3628185678030734886.txt | [
-0.015718549489974976,
-0.03497379645705223,
-0.04888897389173508,
-0.08122755587100983,
0.041252173483371735,
-0.03902948647737503,
0.06030223146080971,
0.029858170077204704,
0.07735127210617065,
-0.020794622600078583,
0.04433087632060051,
-0.013393917120993137,
0.09000083804130554,
-0.01752384938299656,
-0.03292369097471237,
0.04373255744576454,
0.04274231195449829,
-0.04016096517443657,
-0.08119697123765945,
-0.04792030155658722,
0.018553996458649635,
0.026418743655085564,
-0.023368079215288162,
0.056033939123153687,
0.06320957094430923,
0.062423307448625565,
-0.0271413903683424,
0.01688433438539505,
0.033902864903211594,
-0.05352794751524925,
-0.04472838342189789,
-0.027621064335107803,
0.07102978974580765,
-0.0634998083114624,
0.04090416058897972,
0.018018221482634544,
-0.06524401903152466,
-0.04040326923131943,
0.06268167495727539,
-0.08391807973384857,
-0.022746900096535683,
0.009986487217247486,
0.01865202747285366,
0.038372963666915894,
0.07589343935251236,
0.04489152878522873,
-0.023015936836600304,
0.05709410458803177,
-0.06518524885177612,
-0.042126599699258804,
-0.02129332721233368,
0.06342009454965591,
0.052155766636133194,
0.10139454156160355,
0.02679288014769554,
-0.0499708466231823,
-0.06292413175106049,
-0.10721781104803085,
-0.054604850709438324,
0.05691561847925186,
0.03823046013712883,
-0.03191572427749634,
-0.02177177369594574,
0.030469095334410667,
0.11266152560710907,
0.08062049001455307,
0.01880767196416855,
0.03754809498786926,
-0.09230564534664154,
-0.01868077553808689,
-0.09932790696620941,
0.03526418283581734,
-0.007256829179823399,
-0.04535972699522972,
0.01997515559196472,
0.03650442883372307,
0.05111385136842728,
-0.05174828693270683,
0.06205512955784798,
-0.041792500764131546,
-0.05028674006462097,
0.02289712429046631,
0.022589601576328278,
0.0211968794465065,
-0.0709591954946518,
0.0566851980984211,
0.057474534958601,
-0.04465530812740326,
0.06594143807888031,
-0.018226981163024902,
0.06253457069396973,
0.01718859001994133,
-0.04440094530582428,
-0.04299701750278473,
-0.06472837924957275,
-0.09883752465248108,
-0.06826569139957428,
0.09371542185544968,
0.04203285649418831,
-0.019358335062861443,
0.05842789262533188,
-0.023982815444469452,
0.015240248292684555,
-0.03397190570831299,
-0.03417005389928818,
0.021853270009160042,
0.003811667440459132,
-0.08581551909446716,
0.006920989137142897,
-0.04365531727671623,
-0.07796168327331543,
0.04214630648493767,
0.07602908462285995,
0.06038689985871315,
-0.04083676636219025,
-0.032648731023073196,
-0.04464949294924736,
-0.06121685355901718,
-0.007734146900475025,
-0.005648205056786537,
0.08118422329425812,
0.008015423081815243,
-0.08485507220029831,
-0.08032168447971344,
-0.05488821864128113,
-0.026049183681607246,
-0.0010687900939956307,
0.06501633673906326,
0.003964447416365147,
-0.02190897800028324,
0.017565758898854256,
0.04646135866641998,
0.004016123712062836,
0.03288625180721283,
0.037473440170288086,
0.07554992288351059,
-0.03227856755256653,
-0.004537772387266159,
-0.0010032603750005364,
-0.02908097393810749,
-0.07759552448987961,
0.07525719702243805,
-0.02997981198132038,
0.04576553404331207,
0.07837864011526108,
0.06221269071102142,
0.05239715799689293,
-0.021952828392386436,
0.06425100564956665,
-0.05265728011727333,
0.05336379632353783,
-0.0016195408534258604,
0.09413787722587585,
0.024470601230859756,
0.04148171842098236,
-0.06407927721738815,
-0.08080743253231049,
-0.038687363266944885,
0.03136638551950455,
0.04931233823299408,
-0.035957492887973785,
-0.09269650280475616,
-0.05233617126941681,
0.00490773469209671,
-0.05774418264627457,
-0.032778430730104446,
-0.006338424049317837,
0.06002433970570564,
-0.07398156076669693,
-0.0129399374127388,
-0.07946597039699554,
0.03610886633396149,
-0.032076820731163025,
0.012368712574243546,
0.001344904419966042,
0.029879067093133926,
-0.03710310161113739,
0.00981186144053936,
0.07521031051874161,
0.04636557027697563,
0.028985511511564255,
-0.025404078885912895,
-0.03825719654560089,
-0.08126401156187057,
-0.030385607853531837,
-0.021004464477300644,
-0.03909430280327797,
0.03515473008155823,
0.02113168127834797,
-0.005100958980619907,
-0.012455002404749393,
0.04538753628730774,
-0.0460842065513134,
-0.0656302347779274,
-0.08391692489385605,
-0.019676391035318375,
-0.030984919518232346,
0.007213816978037357,
0.03205159306526184,
0.047922272235155106,
0.006435388699173927,
-0.004298110026866198,
0.03941147401928902,
0.010169009678065777,
0.04413023963570595,
0.011482832953333855,
-0.015823883935809135,
0.038187265396118164,
-0.04735725000500679,
0.03517062962055206,
0.042282745242118835,
-0.06297533214092255,
-0.08237415552139282,
0.06943999975919724,
0.037927381694316864,
-0.04456445574760437,
-0.04225093498826027,
0.08773545920848846,
-0.023471243679523468,
-0.0060551888309419155,
0.0759161189198494,
-0.05935868248343468,
0.027236074209213257,
-0.07210764288902283,
-0.07378537207841873,
0.0010300627909600735,
0.06298889964818954,
-0.09320057928562164,
-0.02802400290966034,
0.06731514632701874,
-0.01779390312731266,
-0.02274111472070217,
-0.07205618172883987,
-0.060621656477451324,
-0.04439650848507881,
-0.09941799193620682,
-0.02373615838587284,
0.032362136989831924,
0.056882523000240326,
-0.05836893990635872,
-0.02476615272462368,
-0.07859422266483307,
0.04502074792981148,
-0.08269059658050537,
0.07819748669862747,
-0.06613864004611969,
-0.04708438739180565,
0.0030417947564274073,
0.022240661084651947,
0.02538604661822319,
0.03141586109995842,
-0.07423249632120132,
-0.036420147866010666,
0.00760942418128252,
-0.019970852881669998,
0.0926191434264183,
0.05875484645366669,
0.07160437852144241,
-0.02679254114627838,
0.023550724610686302,
0.050735946744680405,
0.00032484010444022715,
0.06867008656263351,
0.036615967750549316,
0.028584981337189674,
0.02180328778922558,
-0.05596652626991272,
-0.03814375400543213,
-0.06766191124916077,
-0.054320063441991806,
-0.07685257494449615,
0.02087228000164032,
0.007224824279546738,
-0.0302929375320673,
0.002295853104442358,
-0.08555097877979279,
0.04147981479763985,
0.0449029840528965,
-0.056127261370420456,
-0.01408445369452238,
0.0535648949444294,
0.009271427989006042,
0.07246179133653641,
0.06416227668523788,
0.00556255504488945,
-0.021122155711054802,
-0.035050954669713974,
0.06043272837996483,
-0.005361698102205992,
-0.033899955451488495,
-0.033407509326934814,
-0.06158685311675072,
0.08977136015892029,
-0.009953053668141365,
0.1407628059387207,
0.02741335891187191,
-0.010056063532829285,
0.04291125386953354,
-0.043037112802267075,
0.08554660528898239,
-0.006153377238661051,
-0.06121252849698067,
0.04704663157463074,
0.03916767239570618,
-0.07865558564662933,
0.054053664207458496,
-0.0011132399085909128,
0.03279457986354828,
0.017800092697143555,
0.04588357359170914,
0.05454309284687042,
0.06998023390769958,
-0.04248698428273201,
-0.06608220189809799,
0.026139965280890465,
0.0838308036327362,
-0.03201540187001228,
0.0780511274933815,
-0.05637791380286217,
-0.04449470713734627,
-0.03963084518909454,
-0.0869302824139595,
0.002439208561554551,
-0.07988360524177551,
0.009310285560786724,
0.02338959090411663,
-0.041130341589450836,
0.0012358605163171887,
0.027496589347720146,
-0.03370578587055206,
0.05359979346394539,
-0.03620947524905205,
-0.019535701721906662,
-0.02306392602622509,
-0.0738258883357048,
-0.01843360997736454,
0.028067227452993393,
0.06614238023757935,
-0.04507960006594658,
-0.06357602030038834,
0.009161775931715965,
0.03329738602042198,
-0.05488190799951553,
0.06428858637809753,
-0.026477864012122154,
-0.05746105685830116,
0.03674542158842087,
-0.08469775319099426,
-0.03588753566145897,
0.042213890701532364,
0.048031773418188095,
-0.03532254323363304,
0.0004912635777145624,
0.08760713040828705,
-0.062077440321445465,
0.08294813334941864,
-0.0806882455945015,
-0.02960166707634926,
0.0464027114212513,
0.02666853927075863,
-0.07757828384637833,
-0.027373434975743294,
0.04296877980232239,
0.04680661857128143,
0.06609414517879486,
0.05642303451895714,
0.0014290199615061283,
0.025360379368066788,
0.028370609506964684,
-0.03312132507562637,
0.12482363730669022,
-0.0022980233188718557,
-0.04809343442320824,
0.0034413188695907593,
-0.029796648770570755,
-0.038423895835876465,
-0.040269359946250916,
0.060202788561582565,
-0.0626630112528801,
-0.0031408986542373896,
0.007895256392657757,
0.09216611832380295,
0.061016280204057693,
0.0700211226940155
] |
* Choosing the right LLM: what does it cost and where does my data go?
Throughout this text, we haven’t made any explicit choice regarding what
LLM(s) to use in your solution. When choosing which LLM (API) to use, make
sure to take privacy and cost restrictions into consideration. There are quite
some decent options out there already. We have OpenAI’s GPT, Meta’s LLaMA,
Google’s PaLM and with Elon Musk claiming to join the LLM scene, who knows
where things will go. The exciting news is: more options will come and
competition should drive LLM performance up and prices down.
| scraping/output/3628185678030734886.txt | [
0.028324929997324944,
0.0008393755997531116,
-0.045497387647628784,
-0.00928257592022419,
0.0473187156021595,
-0.026126205921173096,
0.03790340945124626,
0.04646492749452591,
0.049433134496212006,
-0.03650420531630516,
0.02484242245554924,
0.0089582409709692,
0.02788447216153145,
-0.03333277255296707,
-0.046417079865932465,
0.09456407278776169,
0.012194645591080189,
-0.022285645827651024,
-0.02150120586156845,
-0.05113014206290245,
0.04689474403858185,
0.028939027339220047,
-0.08182564377784729,
0.01216187421232462,
0.07368048280477524,
0.03538872301578522,
-0.05342352017760277,
-0.017047418281435966,
0.023252179846167564,
-0.06289109587669373,
0.0011958617251366377,
-0.02259368635714054,
0.031104959547519684,
-0.031455475836992264,
0.027457859367132187,
-0.0007082626689225435,
-0.0016006769146770239,
-0.03957592323422432,
0.06710407137870789,
-0.03231019526720047,
-0.0062016453593969345,
0.039798930287361145,
0.03697790578007698,
0.032967571169137955,
0.04450269043445587,
0.020778274163603783,
-0.04974692687392235,
0.015923913568258286,
-0.06665688008069992,
-0.022799789905548096,
-0.03138194978237152,
0.06435047835111618,
0.026366224512457848,
0.035792481154203415,
0.031770072877407074,
-0.03602895140647888,
-0.11128293722867966,
-0.09797004610300064,
-0.06315121054649353,
-0.022396868094801903,
0.017789822071790695,
-0.0598454587161541,
0.04394245520234108,
0.000036048731999471784,
0.06656046211719513,
0.06021836772561073,
0.03568320348858833,
0.013078511692583561,
-0.09694598615169525,
-0.05658150464296341,
-0.05499635636806488,
0.048564378172159195,
0.018964728340506554,
-0.07509514689445496,
0.05218985676765442,
0.011061198078095913,
-0.0021364332642406225,
-0.07064276188611984,
0.03459738567471504,
-0.043704837560653687,
-0.08936169743537903,
-0.01241217739880085,
-0.017209941521286964,
0.037260789424180984,
-0.02710108458995819,
0.06276969611644745,
0.03376486524939537,
-0.054796602576971054,
0.07668653875589371,
-0.04016466811299324,
0.031110793352127075,
0.0614815428853035,
-0.06027403473854065,
-0.030944891273975372,
-0.01335988100618124,
-0.12362565845251083,
-0.027654733508825302,
0.08588909357786179,
0.06480201333761215,
0.013442879542708397,
0.05696888267993927,
-0.03003496304154396,
0.05839383229613304,
-0.0428609773516655,
-0.03192098066210747,
0.028552602976560593,
0.025271888822317123,
-0.08068504929542542,
0.02428010292351246,
-0.07616261392831802,
-0.07331208139657974,
0.054166559129953384,
0.09637169539928436,
0.05797886475920677,
-0.07150451093912125,
-0.0530964620411396,
0.010786092840135098,
-0.11260046064853668,
0.06034224107861519,
-0.057062942534685135,
0.10239721834659576,
-0.04949868842959404,
-0.08276300132274628,
-0.08061672747135162,
-0.06547855585813522,
0.00392449414357543,
-0.025739135220646858,
0.0413677953183651,
-0.009722611866891384,
-0.027049550786614418,
0.053169503808021545,
0.08008801192045212,
0.04996809735894203,
0.0494765043258667,
0.07925131171941757,
0.08932942152023315,
-0.08774152398109436,
0.003450105432420969,
-0.017631692811846733,
-0.054349981248378754,
-0.02749856561422348,
0.08003994077444077,
-0.027328312397003174,
0.03884897381067276,
0.06529607623815536,
0.04847098886966705,
0.07799919694662094,
-0.04873918369412422,
0.07873360812664032,
-0.03387487679719925,
0.09581390023231506,
-0.02071901224553585,
0.041615188121795654,
0.029335936531424522,
0.01435942854732275,
-0.04878611862659454,
-0.03865911066532135,
-0.06357309967279434,
0.039610955864191055,
0.034538961946964264,
-0.06255082786083221,
-0.08363665640354156,
-0.04568328708410263,
0.00717677129432559,
-0.026051046326756477,
-0.01886175572872162,
-0.011962986551225185,
0.0677410215139389,
-0.03485029935836792,
-0.0357135646045208,
-0.06905052065849304,
0.045068152248859406,
-0.03442128747701645,
0.09361089020967484,
-0.03824235871434212,
0.061529021710157394,
-0.05001067370176315,
0.03322693705558777,
0.06976696848869324,
0.035729195922613144,
-0.06871219724416733,
-0.07299559563398361,
-0.08000429719686508,
-0.08103086054325104,
-0.037186842411756516,
-0.06731205433607101,
-0.05114314332604408,
0.03399946540594101,
-0.013307277113199234,
-0.03341108188033104,
0.010824557393789291,
0.0160450991243124,
-0.06556862592697144,
-0.07368084788322449,
-0.04517584294080734,
-0.015002408996224403,
-0.023612556979060173,
0.07785016298294067,
0.04559417441487312,
0.07630012184381485,
-0.020146315917372704,
0.01177807804197073,
0.016328174620866776,
0.0262761227786541,
0.04381587728857994,
-0.019207244738936424,
-0.05634806677699089,
0.07965388894081116,
-0.05263036862015724,
-0.029644053429365158,
0.023362034931778908,
-0.01939409226179123,
-0.07178821414709091,
0.05538088083267212,
-0.016832884401082993,
-0.035762518644332886,
0.02329668030142784,
0.05110185593366623,
-0.040969669818878174,
-0.0034956224262714386,
0.02734816074371338,
-0.03883334621787071,
0.05648699775338173,
-0.06203319877386093,
-0.031163183972239494,
0.04108278825879097,
0.06599698215723038,
-0.09433834999799728,
-0.04677243158221245,
0.05384631082415581,
-0.054172173142433167,
-0.004278375767171383,
-0.08748266100883484,
-0.07908035069704056,
-0.040595270693302155,
-0.1201644241809845,
0.008205804042518139,
0.054826561361551285,
0.08083439618349075,
-0.07851356267929077,
-0.07918769866228104,
-0.035448577255010605,
0.0271806288510561,
-0.011846153996884823,
0.029294690117239952,
-0.007384342607110739,
0.004909472540020943,
0.03809049353003502,
0.005814731121063232,
0.012534518726170063,
0.06137790530920029,
-0.059176091104745865,
-0.048804864287376404,
-0.0006994694704189897,
-0.020911581814289093,
0.02126927301287651,
0.030682532116770744,
0.09276022017002106,
-0.07770831882953644,
0.05674329400062561,
-0.014903060160577297,
0.00503422599285841,
0.10598574578762054,
0.052332088351249695,
0.023244451731443405,
-0.010664285160601139,
-0.01011965237557888,
-0.00005273522765492089,
-0.039105840027332306,
-0.05613265931606293,
-0.047262776643037796,
0.016486912965774536,
0.028015732765197754,
-0.05460435524582863,
-0.028657473623752594,
-0.06394045054912567,
0.0442470982670784,
0.07483181357383728,
-0.0485728494822979,
-0.030947845429182053,
0.09941451251506805,
0.026410991325974464,
0.051887329667806625,
0.03251225873827934,
0.0013041159836575389,
-0.011396036483347416,
-0.07109858840703964,
0.08875182271003723,
0.04140940681099892,
-0.04926423355937004,
-0.03513062000274658,
-0.0680430606007576,
0.054008375853300095,
0.0012129158712923527,
0.10277802497148514,
0.05567276477813721,
0.0014039423549547791,
0.05216313526034355,
-0.04933857545256615,
0.04350081458687782,
-0.014446653425693512,
-0.012358811683952808,
0.022416170686483383,
0.022283148020505905,
-0.06392679363489151,
0.0555131770670414,
0.04834982380270958,
0.028910089284181595,
0.04188326373696327,
0.05153363198041916,
0.06888584047555923,
0.07932738214731216,
-0.08302108943462372,
-0.03149672597646713,
0.0007293605012819171,
0.05279746279120445,
-0.029528334736824036,
0.06759573519229889,
-0.05884643271565437,
-0.03624776005744934,
-0.038497816771268845,
-0.051239605993032455,
0.01662677526473999,
-0.0891173928976059,
0.03779975697398186,
0.046496935188770294,
-0.05481661856174469,
-0.007513256277889013,
0.03244585171341896,
0.02109941840171814,
0.011933958157896996,
0.014413871802389622,
-0.021012110635638237,
0.052259910851716995,
-0.057282570749521255,
0.00553319975733757,
0.011002416722476482,
0.08109840750694275,
-0.07468030601739883,
-0.03627137839794159,
0.0415896400809288,
0.007640228606760502,
-0.06767652183771133,
0.02199828438460827,
-0.06143411248922348,
-0.036224305629730225,
0.011878645978868008,
-0.05610934644937515,
-0.005775823257863522,
-0.01221231184899807,
0.1478460431098938,
-0.06728645414113998,
0.021416176110506058,
0.07748717814683914,
-0.04670737683773041,
0.04082031175494194,
-0.04044722765684128,
-0.028561314567923546,
0.09188735485076904,
0.07343889027833939,
-0.027345996350049973,
-0.014811395667493343,
0.03585333749651909,
0.043643008917570114,
0.04174800217151642,
0.05932743474841118,
0.01023131888359785,
-0.004354478325694799,
0.031494058668613434,
-0.004515757318586111,
0.09011799097061157,
0.06196623295545578,
-0.026410017162561417,
-0.008194918744266033,
-0.03814909607172012,
-0.01832551322877407,
-0.05394221097230911,
0.006090865004807711,
-0.08045149594545364,
-0.052574437111616135,
0.01604539155960083,
0.04107033461332321,
0.03211330622434616,
0.05869486182928085
] |
* Getting and keeping your LLM solution in production (LLMOps).
As with all mature AI solutions: building them is one thing, getting/keeping
them in production is another. The field of LLMOps focusses on the
operationalisation of LLMs. Monitoring the performance of your LLM-based
solution, keeping your knowledge base and search index up-to-date, processing
conversational history…
Before flinging your LLM solution into production, think wisely about how to
maintain it and how to keep it fruitful in the long run.
Charmed by the potential of RAG and intrigued by the related challenges, we
now move on to looking at an actual RAG-based solution.
### Getting your hands dirty with a RAG
If your interest is sparked by the concept of Retrieval-Augmented Generation,
you may be asking yourself:
Do I have what it takes to take a RAG-based solution for a spin?
Well, if you have: | scraping/output/3628185678030734886.txt | [
0.006415190175175667,
-0.054206982254981995,
-0.06915037333965302,
-0.0721639096736908,
0.0717468112707138,
-0.02504986710846424,
0.03309960290789604,
0.00014882093819323927,
0.05329025536775589,
-0.04967692866921425,
0.03226327896118164,
-0.00009837255493039265,
0.06504321843385696,
-0.03477073833346367,
0.000865741865709424,
0.05971734598278999,
0.07358907908201218,
-0.04456672817468643,
-0.059089288115501404,
-0.06479427963495255,
0.026667488738894463,
0.01940220594406128,
0.0002966791216749698,
0.01509062573313713,
0.0802704244852066,
0.0327303484082222,
-0.034846603870391846,
0.028953813016414642,
0.02058606594800949,
-0.056714221835136414,
-0.04868471994996071,
-0.05919874459505081,
0.03786206617951393,
-0.04112699255347252,
0.03171473741531372,
0.009189541451632977,
-0.04738664627075195,
-0.06042905151844025,
0.027992717921733856,
-0.02943456545472145,
0.02180815115571022,
0.00686276750639081,
0.01043599285185337,
0.054046880453825,
0.04369843006134033,
0.03971056267619133,
-0.05434991046786308,
0.030836256220936775,
-0.020959993824362755,
-0.049178898334503174,
-0.06333252042531967,
0.03989536687731743,
0.01632649265229702,
0.04097001999616623,
0.015844931825995445,
-0.04244455322623253,
-0.07798776030540466,
-0.07246951758861542,
-0.05077306553721428,
0.0624517947435379,
0.04837625473737717,
-0.04730480536818504,
0.03961038216948509,
0.038046665489673615,
0.09998253732919693,
0.07035204023122787,
0.005315376911312342,
0.026535527780652046,
-0.08997877687215805,
-0.05715334042906761,
-0.05894388630986214,
0.04798875376582146,
0.012183542363345623,
-0.058951012790203094,
0.049931444227695465,
0.058387789875268936,
0.033680811524391174,
-0.06600907444953918,
0.05184893682599068,
-0.004263109061866999,
-0.07302603125572205,
-0.01955845020711422,
0.003933166153728962,
0.03055010363459587,
-0.02421938255429268,
0.0632278248667717,
0.051232267171144485,
-0.05907898396253586,
0.07725811004638672,
-0.07736461609601974,
0.04444137215614319,
0.008688327856361866,
-0.07254532724618912,
-0.038851626217365265,
-0.032589029520750046,
-0.10000582039356232,
-0.07576853036880493,
0.06773417443037033,
0.08195082098245621,
-0.021118110045790672,
0.06064959987998009,
-0.02866801619529724,
0.09021443128585815,
-0.05119926109910011,
-0.038993705064058304,
0.08069978654384613,
-0.004708526190370321,
-0.088002510368824,
0.02966371737420559,
-0.0451543927192688,
-0.06377629190683365,
0.0425584614276886,
0.11339542269706726,
0.04411455616354942,
-0.03939817473292351,
-0.04979068785905838,
-0.020860597491264343,
-0.042658209800720215,
0.04025140404701233,
-0.023059701547026634,
0.10433204472064972,
-0.04204114153981209,
-0.08271671831607819,
-0.07768308371305466,
-0.0866948738694191,
0.010028613731265068,
-0.04003097116947174,
0.05840979516506195,
0.056097134947776794,
0.006876280996948481,
-0.02509981207549572,
0.06598005443811417,
0.039840131998062134,
0.012167084030807018,
0.06600374728441238,
0.07986439019441605,
-0.046022482216358185,
0.008765541017055511,
-0.02685036137700081,
-0.026897231116890907,
-0.061076756566762924,
0.06373991072177887,
-0.023651178926229477,
0.05699634179472923,
0.07324828952550888,
0.035630516707897186,
0.0520399808883667,
-0.05046278238296509,
0.055701401084661484,
-0.023013049736618996,
0.06143258512020111,
0.037982791662216187,
0.08958910405635834,
0.0632069855928421,
0.03806067630648613,
-0.05499234050512314,
-0.06891830265522003,
-0.03308505192399025,
0.06292881816625595,
0.03431079909205437,
-0.053845129907131195,
-0.0646725669503212,
-0.09097818285226822,
-0.009194021113216877,
-0.042785294353961945,
-0.01669938676059246,
0.01752670481801033,
0.04621941223740578,
-0.0530424602329731,
-0.03568451479077339,
-0.09105241298675537,
0.021112287417054176,
-0.03137696906924248,
0.06878960132598877,
-0.007940152660012245,
0.03199389949440956,
-0.07006323337554932,
0.04293796792626381,
0.06794686615467072,
0.06201737001538277,
-0.06022714450955391,
-0.033390071243047714,
-0.02640552446246147,
-0.03927236795425415,
-0.03435344994068146,
-0.06253556907176971,
-0.053074389696121216,
0.041166968643665314,
0.02769295684993267,
-0.04844985902309418,
-0.009745408780872822,
0.028060903772711754,
-0.09161371737718582,
-0.05802329629659653,
-0.060982391238212585,
0.0451444536447525,
-0.03279172629117966,
0.03747735545039177,
0.05445956811308861,
0.09223105758428574,
-0.010685496032238007,
-0.02825203724205494,
0.0030674270819872618,
0.0019247186137363315,
0.061488017439842224,
0.021378112956881523,
-0.061998043209314346,
0.07926293462514877,
-0.009585054591298103,
0.008975905366241932,
0.021632734686136246,
-0.01399935595691204,
-0.054219912737607956,
0.0792434960603714,
0.0030259464401751757,
-0.0454312227666378,
-0.020040033385157585,
0.10452955961227417,
-0.002103192964568734,
0.008593938313424587,
0.049648091197013855,
-0.05387511104345322,
0.03655903786420822,
-0.06699662655591965,
-0.037618909031152725,
-0.0035715962294489145,
0.08199228346347809,
-0.10143430531024933,
-0.04480806738138199,
0.039960768073797226,
-0.054189927875995636,
-0.035671133548021317,
-0.0879506841301918,
-0.06195101886987686,
-0.0012419873382896185,
-0.07335738837718964,
-0.005373580381274223,
0.058931831270456314,
0.07216411828994751,
-0.07352201640605927,
-0.06147817149758339,
-0.050217147916555405,
0.022457880899310112,
-0.03269192576408386,
0.0343557707965374,
-0.029147697612643242,
-0.0527966283261776,
0.021642440930008888,
0.015204330906271935,
0.03150222450494766,
0.05104752629995346,
-0.08098278939723969,
-0.061040252447128296,
0.0099340146407485,
-0.006915582809597254,
0.08241704106330872,
0.050109125673770905,
0.043556712567806244,
-0.07417265325784683,
0.060269080102443695,
0.024200955405831337,
-0.030924135819077492,
0.05925435200333595,
-0.0028589111752808094,
0.016681086272001266,
0.03330475836992264,
-0.039350610226392746,
-0.05535675212740898,
-0.029364513233304024,
-0.046022504568099976,
-0.00742329889908433,
0.023476801812648773,
0.025243978947401047,
-0.04483245313167572,
-0.02037162333726883,
-0.06687207520008087,
0.03470657393336296,
0.04880568012595177,
-0.04220414161682129,
-0.030080392956733704,
0.0553557351231575,
0.02684718184173107,
0.04456167295575142,
0.05024312436580658,
0.01705794781446457,
0.013898873701691628,
-0.031852658838033676,
0.05120706185698509,
-0.01870320923626423,
-0.07484963536262512,
-0.0410524383187294,
-0.049581822007894516,
0.04925760626792908,
0.002801641821861267,
0.08953897655010223,
0.05114757642149925,
-0.00869134720414877,
0.06908147782087326,
-0.07055968046188354,
0.04357442632317543,
-0.009725303389132023,
-0.03810182958841324,
0.03940284252166748,
0.02802921272814274,
-0.05167819559574127,
0.018496550619602203,
0.04900473356246948,
0.06426830589771271,
0.0673987939953804,
0.04182099550962448,
0.055778440088033676,
0.07808428257703781,
-0.027043066918849945,
-0.021048925817012787,
0.03477964550256729,
0.08054161816835403,
-0.0050569260492920876,
0.03497111052274704,
-0.04770559445023537,
-0.06368540972471237,
-0.04074827954173088,
-0.09254846721887589,
0.014338531531393528,
-0.07803981751203537,
0.04069742187857628,
0.08429192751646042,
-0.07350810617208481,
-0.0017355317249894142,
0.05044134333729744,
0.001068753655999899,
0.03893062844872475,
-0.025603128597140312,
-0.010666108690202236,
0.02751910872757435,
-0.11238286644220352,
0.005424644332379103,
0.013897130265831947,
0.07990271598100662,
-0.0960269346833229,
-0.06263215839862823,
0.025886110961437225,
-0.013248149305582047,
-0.06527040898799896,
0.05796751752495766,
-0.05872144177556038,
-0.04779605567455292,
0.06631463766098022,
-0.0521850548684597,
-0.00041710701771080494,
0.007861216552555561,
0.06273619085550308,
-0.0778314545750618,
0.04708479344844818,
0.0633101835846901,
-0.0184264425188303,
0.08290877938270569,
-0.05475848913192749,
-0.03530408442020416,
0.05611428990960121,
0.05883907526731491,
-0.0671795979142189,
-0.03806140273809433,
0.07056568562984467,
0.0655071884393692,
0.06161688640713692,
0.02544347010552883,
-0.03345571085810661,
-0.029240254312753677,
0.028469515964388847,
-0.0383848138153553,
0.08686625212430954,
0.04591082036495209,
-0.04167530685663223,
-0.04576783999800682,
-0.025737928226590157,
-0.05997505411505699,
-0.0593988262116909,
0.03340359404683113,
-0.07410410791635513,
-0.028994999825954437,
0.01072046160697937,
0.03780493140220642,
0.038168273866176605,
0.05511891469359398
] |
If your interest is sparked by the concept of Retrieval-Augmented Generation,
you may be asking yourself:
Do I have what it takes to take a RAG-based solution for a spin?
Well, if you have:
* specific knowledge: a moderate (preferably organised) database of “knowledge articles” that contain useful information that is not easily found on the world-wide web (e.g. technical documents, onboarding guidelines, handled support tickets…)
* business value: a clear definition of business value if that information could be unlocked for the intended users
Then yes, RAG might be the way to go for you.
As an experiment, we recently built a small demo to showcase how this
technology can be leveraged to support government staff in answering
parliamentary questions more easily.
In this case, the specific knowledge consists of:
* a set of Flemish legislative documents
* a set of parliamentary questions of the past
The business value, meanwhile is in: | scraping/output/3628185678030734886.txt | [
0.009872432798147202,
-0.04280297830700874,
-0.0548272542655468,
-0.06949525326490402,
0.05504167079925537,
-0.05959026888012886,
0.050459276884794235,
0.04229142889380455,
0.053677745163440704,
-0.03498600795865059,
0.024488573893904686,
0.02165592648088932,
0.09479258209466934,
-0.009988147765398026,
-0.03623715788125992,
0.06666021049022675,
0.05248531699180603,
-0.053633783012628555,
-0.03234100341796875,
-0.04603639617562294,
0.03438425436615944,
0.012459253892302513,
-0.052246224135160446,
0.02574203908443451,
0.07502831518650055,
0.05551854521036148,
-0.029826825484633446,
0.016314106062054634,
0.0019296598620712757,
-0.02897942066192627,
-0.07372519373893738,
-0.037857357412576675,
0.05876930430531502,
-0.049653150141239166,
0.04028749838471413,
0.03086630254983902,
-0.06731399893760681,
-0.05157896876335144,
0.08699068427085876,
-0.054900914430618286,
-0.062345292419195175,
-0.0006184145458973944,
0.029232751578092575,
0.024392269551753998,
0.04201126471161842,
0.05839230492711067,
-0.01979820802807808,
0.03184077516198158,
-0.02263757959008217,
-0.02609722502529621,
-0.0706610158085823,
0.03915530815720558,
0.0038902489468455315,
0.06790410727262497,
0.030117159709334373,
-0.028789829462766647,
-0.05694575980305672,
-0.09601385146379471,
-0.0926271602511406,
0.040507275611162186,
0.05238139256834984,
-0.0256949532777071,
0.01459047757089138,
0.018180040642619133,
0.0647951140999794,
0.07285824418067932,
0.010972514748573303,
0.04887184128165245,
-0.07818824797868729,
-0.018730947747826576,
-0.03953242674469948,
0.05041367560625076,
-0.004019184969365597,
-0.05219889432191849,
0.02913394197821617,
0.07176343351602554,
0.03563825786113739,
-0.0351349413394928,
0.07399172335863113,
-0.008684953674674034,
-0.07502011209726334,
-0.03671836107969284,
-0.003656703745946288,
0.036239419132471085,
-0.01301079336553812,
0.06271634250879288,
0.09687834978103638,
-0.07216949015855789,
0.0640387088060379,
-0.02241436578333378,
0.0545688159763813,
-0.00616246834397316,
-0.045526374131441116,
-0.038130756467580795,
-0.049353621900081635,
-0.05903828144073486,
-0.05268799513578415,
0.1191398948431015,
0.016836073249578476,
-0.003818908240646124,
0.09309716522693634,
-0.019173167645931244,
0.06628324091434479,
-0.011291754432022572,
-0.07568333297967911,
0.022341595962643623,
0.03752537816762924,
-0.08466081321239471,
0.047350116074085236,
-0.06370691955089569,
-0.03022574819624424,
0.05214740335941315,
0.06647878140211105,
0.05607945844531059,
-0.014425096102058887,
-0.020066265016794205,
-0.04551902040839195,
-0.03405743092298508,
0.010222570970654488,
-0.04738504812121391,
0.07655888050794601,
-0.0008686530054546893,
-0.06338568776845932,
-0.06126205250620842,
-0.05677100270986557,
0.03741474449634552,
-0.02193024754524231,
0.08328460901975632,
0.08750583231449127,
-0.029958980157971382,
0.006699085235595703,
0.05726135894656181,
0.06758148968219757,
0.06392914056777954,
0.06211255118250847,
0.11112236231565475,
-0.014637588523328304,
0.018053079023957253,
-0.04432497173547745,
-0.022915353998541832,
-0.06857509911060333,
0.08587262779474258,
-0.04086850583553314,
0.0489511638879776,
0.10152971744537354,
0.03905029222369194,
0.03333514183759689,
-0.06548698246479034,
0.046550776809453964,
-0.024343715980648994,
0.04974888265132904,
-0.018009614199399948,
0.027842415496706963,
0.036360472440719604,
0.02913423255085945,
-0.07839612662792206,
-0.05013980343937874,
-0.03846272826194763,
0.07529545575380325,
0.033652689307928085,
-0.062345705926418304,
-0.05327900871634483,
-0.09338000416755676,
-0.03377882391214371,
-0.04326359182596207,
-0.013531586155295372,
0.0307758841663599,
0.025843055918812752,
-0.052700310945510864,
-0.011672201566398144,
-0.08656942844390869,
0.054746001958847046,
-0.020371422171592712,
0.06594198942184448,
-0.004647428169846535,
0.03228194639086723,
-0.051894284784793854,
0.03567018732428551,
0.06239572539925575,
0.07096671313047409,
-0.02003648690879345,
-0.022480366751551628,
-0.019789820536971092,
-0.08519083261489868,
-0.04941466078162193,
-0.025538984686136246,
-0.049009762704372406,
0.01369079016149044,
0.03229377791285515,
-0.04056154191493988,
-0.03640001267194748,
0.05405501648783684,
-0.09314589202404022,
-0.05551350861787796,
-0.09136392176151276,
0.02579372189939022,
-0.054732371121644974,
0.07361449301242828,
0.024771155789494514,
0.05878201127052307,
0.009916688315570354,
-0.02716093324124813,
0.003762549953535199,
0.024328170344233513,
0.059124015271663666,
0.011204703710973263,
-0.06239630654454231,
0.04655410721898079,
-0.05534826219081879,
0.03058614209294319,
0.050871022045612335,
-0.04313225299119949,
-0.06187668442726135,
0.09481661766767502,
0.0012144969077780843,
-0.016501938924193382,
0.001980246976017952,
0.09414160251617432,
-0.013351187109947205,
0.012096193619072437,
0.028667278587818146,
-0.044555842876434326,
0.05302448198199272,
-0.0800941213965416,
-0.08565176278352737,
-0.005734077654778957,
0.049317341297864914,
-0.08234486728906631,
-0.036253347992897034,
0.04629876837134361,
-0.0349838063120842,
-0.042075201869010925,
-0.06284955888986588,
-0.08996213227510452,
-0.048451442271471024,
-0.06803488731384277,
-0.02641962468624115,
0.07180021703243256,
0.02355666272342205,
-0.04400867223739624,
-0.06322387605905533,
-0.034418072551488876,
0.02857809141278267,
-0.05897843837738037,
0.0521935373544693,
-0.03591635450720787,
-0.030861729755997658,
0.030354779213666916,
-0.010886676609516144,
0.03900173678994179,
0.027014246210455894,
-0.06141582503914833,
-0.06754572689533234,
-0.020885242149233818,
-0.003862666431814432,
0.07896719127893448,
0.021703625097870827,
0.08511995524168015,
-0.06912670284509659,
0.07251124083995819,
0.029952269047498703,
-0.024509845301508904,
0.023807663470506668,
0.03960484266281128,
0.05453384295105934,
0.026348765939474106,
-0.03568766266107559,
-0.07226412743330002,
-0.04292365163564682,
-0.07131655514240265,
-0.05517208203673363,
-0.006948885042220354,
0.0712471455335617,
-0.06681525707244873,
-0.051187943667173386,
-0.05478803068399429,
-0.006549405865371227,
0.08072303980588913,
-0.04103098437190056,
-0.03180823102593422,
0.016988009214401245,
0.029864637181162834,
0.00475945882499218,
0.027622994035482407,
0.04526142776012421,
0.02631131187081337,
-0.00964165199548006,
0.06356529891490936,
-0.05149466544389725,
-0.05479767918586731,
-0.043555766344070435,
-0.06642080098390579,
0.02250698208808899,
-0.004990951158106327,
0.0913751944899559,
0.05816946178674698,
-0.007918876595795155,
0.04489177465438843,
-0.1112331971526146,
0.047697603702545166,
-0.0035197294782847166,
-0.04860351234674454,
-0.006917969789355993,
0.05307265743613243,
-0.0579642578959465,
-0.003633973654359579,
0.039918046444654465,
0.055758245289325714,
0.055839650332927704,
-0.003420822322368622,
0.07761289924383163,
0.058391742408275604,
-0.018148215487599373,
-0.041848622262477875,
0.003659420646727085,
0.08277305960655212,
-0.02416129782795906,
0.007890668697655201,
-0.04157591983675957,
-0.050538741052150726,
-0.029119286686182022,
-0.06187564507126808,
0.0031359586864709854,
-0.06012174114584923,
0.04470745846629143,
0.07703148573637009,
-0.047674015164375305,
0.005812712479382753,
0.05902349203824997,
-0.0071748788468539715,
0.06563066691160202,
-0.03883075714111328,
-0.051639024168252945,
0.048335134983062744,
-0.0965026393532753,
0.002683437429368496,
0.023211544379591942,
0.06059464439749718,
-0.08217299729585648,
-0.10266191512346268,
-0.00392388179898262,
-0.025225425139069557,
-0.050532229244709015,
0.011295530945062637,
-0.02638813480734825,
-0.0538364015519619,
0.04129190370440483,
-0.05316956713795662,
0.007526856381446123,
0.0249443631619215,
0.05898576229810715,
-0.07918968796730042,
-0.046148739755153656,
0.06900524348020554,
-0.047518063336610794,
0.07806965708732605,
-0.06805609911680222,
-0.021320506930351257,
0.024419797584414482,
0.028568541631102562,
-0.03634343668818474,
-0.02158682979643345,
0.06655213236808777,
0.07921652495861053,
0.05106046795845032,
0.08429569751024246,
-0.023481572046875954,
0.0029662291053682566,
0.04471127688884735,
-0.05139831453561783,
0.06439895182847977,
0.05848950520157814,
-0.05551564693450928,
-0.03528058901429176,
-0.005655617918819189,
-0.05877925828099251,
-0.04487703740596771,
0.06949805468320847,
-0.0586928129196167,
-0.04751080274581909,
0.011012617498636246,
0.05072896182537079,
0.0036015312653034925,
0.08658823370933533
] |
* a set of Flemish legislative documents
* a set of parliamentary questions of the past
The business value, meanwhile is in:
* improving efficiency by automatically suggesting answers to parliamentary questions based on the Flemish knowledge base
* improving transparency and user adoption through explicit citations
Screenshot of demo solution built around the case of “application to help
answer parliamentary questions”
If you are looking for some guidelines on how to technically implement a
similar solution, stay tuned for a follow-up blogpost where we aim to zoom in
on the technical details of setting up RAG.
##### References
* Mathias Leys (May 9, 2022) Semantic search: a practical overview https://blog.ml6.eu/semantic-search-a-practical-overview-bf2515e7be76
## Related posts
View all
No results found.
There are no results with this criteria. Try changing your search.
Large Language Model
Large Language Model
Foundation Models | scraping/output/3628185678030734886.txt | [
0.03199959918856621,
-0.04306706786155701,
-0.03427917882800102,
-0.037992868572473526,
0.06249561533331871,
-0.05228780582547188,
0.0445278100669384,
0.06177908554673195,
0.03685988485813141,
-0.028370223939418793,
0.030836766585707664,
0.05289681628346443,
0.054586175829172134,
-0.05631904676556587,
-0.010066707618534565,
0.04554339498281479,
0.06370772421360016,
-0.060269515961408615,
-0.004352671094238758,
-0.05719349905848503,
0.0025326143950223923,
-0.028839241713285446,
-0.030675167217850685,
0.031623564660549164,
0.09187053143978119,
0.01248103752732277,
-0.05929407849907875,
0.0028479197062551975,
0.019381284713745117,
-0.049475349485874176,
-0.002948259934782982,
-0.04139916971325874,
0.06459024548530579,
-0.05765076354146004,
0.039114274084568024,
-0.0009032053058035672,
-0.06571848690509796,
-0.04369468614459038,
0.0919995978474617,
-0.05934048816561699,
-0.03692491725087166,
0.017295407131314278,
0.046144332736730576,
0.033828046172857285,
0.038057126104831696,
0.06129085272550583,
-0.020140159875154495,
0.04840242490172386,
-0.014102373272180557,
-0.01350304763764143,
-0.04429646208882332,
0.05556805804371834,
0.023684965446591377,
0.0273731779307127,
0.07375840842723846,
-0.05760519951581955,
-0.04506855830550194,
-0.09431910514831543,
-0.07079862058162689,
0.021343955770134926,
0.04241340979933739,
-0.06412863731384277,
-0.007646253332495689,
0.018895169720053673,
0.048628069460392,
0.06355210393667221,
-0.0000186739180207951,
0.01875942386686802,
-0.09206020087003708,
-0.046569131314754486,
-0.02690267376601696,
0.08377930521965027,
0.012364246882498264,
-0.04450397193431854,
-0.007928208447992802,
0.019400814548134804,
0.018425773829221725,
-0.04865492135286331,
0.05913197994232178,
-0.02052532136440277,
-0.08305061608552933,
-0.04728207364678383,
-0.03548087924718857,
0.0016760447761043906,
-0.06090613454580307,
0.0653465986251831,
0.06579949706792831,
-0.054171133786439896,
0.06654772907495499,
-0.03063354641199112,
0.04351263865828514,
0.053088411688804626,
-0.04775677248835564,
-0.0019089821726083755,
-0.01934271678328514,
-0.07532486319541931,
-0.01752360165119171,
0.09300606697797775,
0.04169465973973274,
-0.01441340520977974,
0.0596037320792675,
-0.06418295949697495,
0.09488724172115326,
-0.0765967071056366,
-0.07824338227510452,
-0.0002929359907284379,
0.03213944286108017,
-0.10411175340414047,
0.03847340866923332,
-0.04485651105642319,
-0.07187476009130478,
0.05691808834671974,
0.08365068584680557,
0.05541486293077469,
-0.03879183158278465,
-0.001981818350031972,
-0.045781657099723816,
-0.05419474095106125,
0.02666860818862915,
-0.06763241440057755,
0.12260221689939499,
-0.009485972113907337,
-0.06731721013784409,
-0.04875927418470383,
-0.04869881272315979,
0.011493412777781487,
-0.04828055575489998,
0.04444439709186554,
0.03893788531422615,
0.011992509476840496,
-0.002254455117508769,
0.0368572436273098,
0.06022065877914429,
0.041760582476854324,
0.06532365828752518,
0.11416034400463104,
-0.05594119802117348,
0.00540133798494935,
-0.06866347044706345,
-0.027607064694166183,
-0.035947285592556,
0.030375434085726738,
-0.015650182962417603,
0.04512825235724449,
0.08587171137332916,
0.04863628000020981,
0.0880049616098404,
-0.050587721168994904,
0.0733194574713707,
-0.022775379940867424,
0.04007668048143387,
-0.015338395722210407,
0.06160953268408775,
0.034005433320999146,
0.04455620422959328,
-0.047092098742723465,
-0.0545671321451664,
-0.02069326862692833,
0.027199462056159973,
0.04484797269105911,
-0.07555105537176132,
-0.0641278401017189,
-0.07657039910554886,
-0.013378852047026157,
-0.028884457424283028,
0.003515347372740507,
0.05013803392648697,
0.026379365473985672,
-0.05267118662595749,
-0.03296506404876709,
-0.0700073391199112,
0.08108039945363998,
-0.049733370542526245,
0.08556469529867172,
-0.022779032588005066,
0.07153192162513733,
-0.07591822743415833,
0.035180944949388504,
0.05820406973361969,
0.05490613356232643,
-0.06251845508813858,
-0.0028466342482715845,
-0.05385030061006546,
-0.08078509569168091,
-0.05093885585665703,
-0.041329577565193176,
-0.047096434980630875,
0.022977756336331367,
0.02494702860713005,
-0.03578109294176102,
-0.01688566617667675,
0.05373294651508331,
-0.0972539484500885,
-0.0850633755326271,
-0.06896194070577621,
0.04414117708802223,
-0.0533226802945137,
0.07889275997877121,
0.06057620793581009,
0.057466059923172,
-0.00024201635096687824,
0.0065317340195178986,
0.001734660123474896,
0.0071384659968316555,
0.07900033891201019,
0.005230654962360859,
-0.04505385458469391,
0.05516457185149193,
-0.04619511961936951,
0.032448362559080124,
0.03655993938446045,
-0.048896580934524536,
-0.05364116653800011,
0.07405839115381241,
0.01878122054040432,
-0.048604004085063934,
0.034193944185972214,
0.09090619534254074,
-0.0510043241083622,
0.058047860860824585,
0.029839102178812027,
-0.037298060953617096,
0.07150880992412567,
-0.09867417812347412,
-0.05237410590052605,
0.03209264203906059,
0.07481274008750916,
-0.06538693606853485,
-0.04193061962723732,
0.049385473132133484,
-0.04760928079485893,
-0.055823709815740585,
-0.0601794570684433,
-0.06448741257190704,
-0.029799433425068855,
-0.05377931892871857,
-0.025221075862646103,
0.044008973985910416,
0.021123262122273445,
-0.049676213413476944,
-0.0376715362071991,
-0.04835823178291321,
0.0592399500310421,
-0.06914079189300537,
0.04079924523830414,
-0.05228569731116295,
-0.01605089195072651,
0.03732229769229889,
-0.030068745836615562,
0.03368072956800461,
0.02841195836663246,
-0.049944717437028885,
-0.034179527312517166,
-0.03200359269976616,
-0.04142426699399948,
0.07062118500471115,
0.022527795284986496,
0.08036717772483826,
-0.08921635895967484,
0.07300049811601639,
0.007189709227532148,
0.011622804217040539,
0.05648241937160492,
0.050544023513793945,
0.03590276092290878,
0.030139604583382607,
-0.024131344631314278,
-0.08504743129014969,
-0.04072099179029465,
-0.059587638825178146,
-0.06072644889354706,
0.04516344144940376,
0.018232937902212143,
-0.028942016884684563,
-0.05593693256378174,
-0.020898135378956795,
-0.023313485085964203,
0.05168028920888901,
-0.017944667488336563,
-0.021102072671055794,
0.07215611636638641,
0.04550275579094887,
0.012499244883656502,
0.03324034810066223,
0.017536504194140434,
0.005993060301989317,
-0.03278255835175514,
0.02913777157664299,
-0.04718941077589989,
-0.05858859047293663,
-0.05477752164006233,
-0.0785842090845108,
0.04559561610221863,
-0.0010636273073032498,
0.07375289499759674,
0.06208678334951401,
-0.023189976811408997,
0.05366428196430206,
-0.07674459367990494,
0.05245426669716835,
-0.009543733671307564,
-0.039039481431245804,
0.00850677490234375,
0.060538604855537415,
-0.04816395044326782,
-0.009339505806565285,
-0.0009883100865408778,
0.03106747381389141,
0.037023842334747314,
0.006738783325999975,
0.04973895475268364,
0.03171167150139809,
-0.020414089784026146,
-0.0050636837258934975,
0.05402442812919617,
0.09263784438371658,
-0.012274045497179031,
0.02753901667892933,
-0.08662199974060059,
-0.03625248000025749,
0.009140988811850548,
-0.08487386256456375,
-0.003063466399908066,
-0.07790833711624146,
0.045287083834409714,
0.07306693494319916,
-0.03859979286789894,
0.024124639108777046,
0.03956654667854309,
-0.016995545476675034,
0.07501419633626938,
-0.049473244696855545,
-0.0642002671957016,
0.07883083075284958,
-0.06867895275354385,
-0.033600397408008575,
-0.01998237520456314,
0.047864802181720734,
-0.08146730810403824,
-0.05384300649166107,
0.03700472041964531,
-0.0009628169937059283,
-0.0673152506351471,
0.014660798944532871,
-0.013869392685592175,
-0.03268683701753616,
0.05186431482434273,
-0.047156959772109985,
-0.026820514351129532,
0.04454752802848816,
0.09043639153242111,
-0.08415177464485168,
0.039236944168806076,
0.06129356101155281,
-0.05247402936220169,
0.07245928049087524,
-0.0790356993675232,
-0.02126547321677208,
0.0643574669957161,
0.047737009823322296,
-0.020885806530714035,
-0.052995212376117706,
0.07929188013076782,
0.05936858057975769,
0.03889777883887291,
0.07192929834127426,
-0.06436711549758911,
-0.0003103911003563553,
0.034360554069280624,
-0.04226240515708923,
0.03679126128554344,
0.0776280090212822,
-0.04795234650373459,
0.01283295452594757,
-0.008448055945336819,
-0.050821125507354736,
-0.0843120664358139,
0.05124777927994728,
-0.06216702610254288,
-0.038838259875774384,
0.04256712645292282,
0.03550015017390251,
-0.0038596366066485643,
0.07415258139371872
] |
## Related posts
View all
No results found.
There are no results with this criteria. Try changing your search.
Large Language Model
Large Language Model
Foundation Models
Foundation Models
Corporate
Corporate
People
People
Structured Data
Structured Data
Chat GPT
Chat GPT
Sustainability
Sustainability
Voice & Sound
Voice & Sound
Front-End Development
Front-End Development
Data Protection & Security
Data Protection & Security
Responsible/ Ethical AI
Responsible/ Ethical AI
Infrastructure
Infrastructure
Hardware & sensors
Hardware & sensors
MLOps
MLOps
Generative AI
Generative AI
Natural language processing
Natural language processing
Computer vision
Computer vision
Accelerating businesses with AI technology & experts
Contact:
[email protected]
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form. | scraping/output/3628185678030734886.txt | [
0.02324007824063301,
-0.011104214005172253,
-0.03359818831086159,
-0.034629203379154205,
0.04724189266562462,
-0.04798896238207817,
0.07847344130277634,
0.06397712230682373,
0.062340833246707916,
-0.031691212207078934,
0.02892303839325905,
0.023449469357728958,
0.043334171175956726,
-0.04532517120242119,
-0.03000122308731079,
0.056988030672073364,
0.038258664309978485,
-0.046969227492809296,
-0.021269850432872772,
-0.06725072115659714,
0.039129484444856644,
-0.0073796287178993225,
-0.0574614554643631,
0.07620006054639816,
0.07307920604944229,
0.033340372145175934,
-0.06364721804857254,
-0.019708063453435898,
0.03132415562868118,
-0.03589551895856857,
-0.014933601021766663,
-0.0425260104238987,
0.07033692300319672,
-0.07619734108448029,
0.029151955619454384,
-0.008963074535131454,
-0.03340385854244232,
-0.02998136542737484,
0.06421276926994324,
-0.08920592814683914,
-0.003347642021253705,
0.05750991031527519,
0.01303987205028534,
0.050443559885025024,
0.013971896842122078,
0.050468809902668,
-0.029450036585330963,
0.05189300701022148,
-0.01157289370894432,
-0.036245398223400116,
-0.06967071443796158,
0.0592854805290699,
0.03364967182278633,
0.03603292629122734,
0.0695347711443901,
-0.07103671133518219,
-0.08529733866453171,
-0.07915353029966354,
-0.05050923675298691,
0.03993512690067291,
0.050838321447372437,
-0.06921703368425369,
-0.009216141887009144,
0.03271564096212387,
0.07904987037181854,
0.0975646823644638,
0.017837299033999443,
0.028197020292282104,
-0.0912088006734848,
-0.061182763427495956,
-0.05167452245950699,
0.08128722757101059,
0.021109970286488533,
-0.06334666162729263,
-0.0025875901337713003,
0.03320077806711197,
0.00033689758856780827,
-0.06618967652320862,
0.025173529982566833,
-0.03524922952055931,
-0.06843848526477814,
-0.031449150294065475,
-0.04463900253176689,
0.012571201659739017,
-0.07051287591457367,
0.06283827126026154,
0.05571858212351799,
-0.06311751902103424,
0.07611759006977081,
-0.035812485963106155,
0.05231579765677452,
0.048486970365047455,
-0.05965747684240341,
-0.0540892593562603,
-0.03193773701786995,
-0.07551360875368118,
-0.05079970881342888,
0.06998393684625626,
0.06161300092935562,
-0.062238872051239014,
0.05708818510174751,
-0.050272971391677856,
0.07773628830909729,
-0.061745334416627884,
-0.03493698686361313,
0.022533096373081207,
0.04142913967370987,
-0.0742575079202652,
0.04418642073869705,
-0.07031602412462234,
-0.07100708782672882,
0.06319745630025864,
0.08432700484991074,
0.044482048600912094,
-0.0620027631521225,
-0.022433923557400703,
-0.019107796251773834,
-0.03748380392789841,
-0.0052953013218939304,
-0.019630713388323784,
0.09786263108253479,
-0.04955465346574783,
-0.09262589365243912,
-0.06996212154626846,
-0.032373763620853424,
-0.02941739931702614,
-0.007500113919377327,
0.033995624631643295,
-0.0017606712644919753,
0.020897969603538513,
-0.00015716553025413305,
0.011084361933171749,
0.032149478793144226,
0.06706549227237701,
0.06837788224220276,
0.08165307343006134,
-0.08112744987010956,
-0.022651536390185356,
-0.04769337177276611,
-0.04450717568397522,
-0.043244946748018265,
0.04854363575577736,
-0.01815227046608925,
0.04606977850198746,
0.04792727157473564,
0.02656911313533783,
0.0889522060751915,
-0.05295821651816368,
0.06021701917052269,
-0.008203237317502499,
0.08719268441200256,
-0.014992221258580685,
0.08857168257236481,
0.029499683529138565,
0.0357411652803421,
-0.05395863950252533,
-0.06842831522226334,
-0.04647543653845787,
0.02767755277454853,
0.04933736473321915,
-0.04992113262414932,
-0.05457230657339096,
-0.044946521520614624,
-0.0122703667730093,
-0.04653081297874451,
-0.006477942690253258,
0.043038804084062576,
0.06353017687797546,
-0.05353110283613205,
-0.06548793613910675,
-0.08569290488958359,
0.03630003333091736,
-0.05439138785004616,
0.07509898394346237,
-0.02358267270028591,
0.043513424694538116,
-0.05676859989762306,
0.05213584750890732,
0.02905542403459549,
0.06287700682878494,
-0.0799165815114975,
-0.023363560438156128,
-0.08973944187164307,
-0.06896279752254486,
-0.07727347314357758,
-0.07000841945409775,
-0.01677786372601986,
0.040246862918138504,
0.0242916289716959,
-0.03887276351451874,
0.014108913950622082,
0.030739428475499153,
-0.043397676199674606,
-0.06807830184698105,
-0.06178212910890579,
0.02660263329744339,
-0.0323563888669014,
0.057688020169734955,
0.0526827909052372,
0.055235717445611954,
0.006593527738004923,
0.0067511689849197865,
0.02167545258998871,
0.0382467657327652,
0.05766495689749718,
-0.005216551478952169,
-0.027779962867498398,
0.0656171664595604,
-0.03128514066338539,
0.04591726139187813,
0.05935340002179146,
-0.05036207288503647,
-0.057912763208150864,
0.030660763382911682,
0.01700729690492153,
-0.02103874646127224,
0.020335955545306206,
0.09129660576581955,
-0.042370591312646866,
0.05677381902933121,
0.025342728942632675,
-0.023670444265007973,
0.07375399768352509,
-0.08159178495407104,
0.0054208701476454735,
0.03809376433491707,
0.07036290317773819,
-0.04395442456007004,
-0.04593460634350777,
0.03167734295129776,
-0.06898710131645203,
-0.035292305052280426,
-0.05936448276042938,
-0.06421869993209839,
-0.04510660097002983,
-0.05011520907282829,
-0.021335676312446594,
0.032661035656929016,
0.06877102702856064,
-0.03647097572684288,
-0.06412789970636368,
-0.061455581337213516,
0.03531128168106079,
-0.056777168065309525,
0.05424031615257263,
-0.04704618081450462,
-0.007797017227858305,
0.03355773538351059,
0.003076538210734725,
0.014315638691186905,
0.053452808409929276,
-0.0280232522636652,
-0.014827369712293148,
-0.01649973727762699,
-0.044311121106147766,
0.06651632487773895,
0.06007692217826843,
0.08021599799394608,
-0.0717146247625351,
0.0579473078250885,
0.04358251020312309,
-0.024159638211131096,
0.08199086040258408,
0.05166485533118248,
0.03621118888258934,
0.02787398360669613,
-0.03431268408894539,
-0.052669283002614975,
-0.058177400380373,
-0.05939364433288574,
-0.06593603640794754,
0.04197462648153305,
0.01023421436548233,
-0.045576151460409164,
-0.06069617718458176,
-0.04554833471775055,
-0.010801938362419605,
0.07295925170183182,
-0.02103343978524208,
-0.011152535676956177,
0.0819467157125473,
0.002665051259100437,
0.040265295654535294,
0.03997161611914635,
0.023964466527104378,
-0.052333589643239975,
-0.010042673908174038,
0.061384167522192,
-0.03569561615586281,
-0.054831020534038544,
-0.036566901952028275,
-0.07830153405666351,
0.036991626024246216,
-0.02588670328259468,
0.09110961854457855,
0.04884220287203789,
0.009421547874808311,
0.05856985226273537,
-0.05275183543562889,
0.03201867640018463,
0.0017245112685486674,
-0.03256336227059364,
0.054813090711832047,
0.07527921348810196,
-0.03350157290697098,
0.009598069824278355,
0.00516716530546546,
0.03138592466711998,
0.04314928501844406,
0.010338559746742249,
0.03884539753198624,
0.02571449615061283,
-0.03150758519768715,
-0.011700909584760666,
0.06946232169866562,
0.08889778703451157,
-0.028091609477996826,
0.057072486728429794,
-0.08417027443647385,
-0.055839162319898605,
-0.026785623282194138,
-0.07233133167028427,
0.01341088768094778,
-0.091366708278656,
0.035599227994680405,
0.07032592594623566,
-0.09322793036699295,
-0.01881772093474865,
0.04491037130355835,
0.013955382630228996,
0.03499002754688263,
-0.04959207400679588,
-0.03829633817076683,
0.057401448488235474,
-0.02679937519133091,
-0.012229640036821365,
-0.021495619788765907,
0.0822913721203804,
-0.08900720626115799,
-0.057612136006355286,
0.026911595836281776,
0.012883473187685013,
-0.07366973161697388,
0.021138682961463928,
-0.02422001212835312,
-0.04245349392294884,
0.08825894445180893,
-0.020530791953206062,
-0.041338950395584106,
0.025821678340435028,
0.0998268574476242,
-0.07235700637102127,
0.0231680478900671,
0.04962534457445145,
-0.06141557916998863,
0.07483679801225662,
-0.04945935681462288,
-0.034851282835006714,
0.1013292521238327,
0.05747246742248535,
-0.0733380988240242,
-0.05942098796367645,
0.03292081505060196,
0.03428050875663757,
0.016991961747407913,
0.053772568702697754,
-0.026808587834239006,
0.009416056796908379,
0.052739061415195465,
-0.015174821019172668,
0.08003027737140656,
0.060600731521844864,
-0.05031326413154602,
0.020957114174962044,
-0.04414420947432518,
-0.06158149614930153,
-0.054508961737155914,
0.01866421476006508,
-0.05020703002810478,
-0.05162526294589043,
0.02985459566116333,
0.04776521399617195,
0.019197281450033188,
0.0739162266254425
] |
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/3628185678030734886.txt | [
0.01188699807971716,
-0.019043102860450745,
-0.02745695225894451,
-0.04586684703826904,
0.037627894431352615,
-0.057215381413698196,
0.0641404315829277,
0.10131410509347916,
0.05475594848394394,
-0.025892818346619606,
0.0642801970243454,
0.05204169452190399,
0.048060305416584015,
-0.023868849501013756,
-0.029711825773119926,
0.05236971750855446,
0.027418356388807297,
-0.04006100818514824,
-0.06422868371009827,
-0.06070201098918915,
0.0010628355666995049,
0.006578783970326185,
-0.06362169981002808,
0.05009441822767258,
0.06833367794752121,
0.05568792298436165,
-0.028279924765229225,
0.013013173826038837,
0.05015105381608009,
-0.03310607746243477,
-0.05233161896467209,
-0.04211539775133133,
0.061566900461912155,
-0.08112742006778717,
0.048161186277866364,
0.027664635330438614,
-0.05246429890394211,
-0.03210889548063278,
0.03437666594982147,
-0.0929039716720581,
-0.007018157746642828,
0.009673431515693665,
0.013824963942170143,
0.05588645115494728,
0.0019538034684956074,
0.05423097312450409,
-0.020447421818971634,
0.029658393934369087,
-0.0076965391635894775,
-0.018919970840215683,
-0.06098739057779312,
0.048209577798843384,
-0.006029705982655287,
0.05309872329235077,
0.06885220855474472,
-0.0601961649954319,
-0.10247394442558289,
-0.0707239881157875,
-0.05541790649294853,
0.046555452048778534,
0.054060421884059906,
-0.09159033000469208,
0.03578262776136398,
0.0432296022772789,
0.08225441724061966,
0.07746680825948715,
0.03167274221777916,
0.04295102134346962,
-0.08888158947229385,
-0.05380885303020477,
-0.0763760358095169,
0.059308066964149475,
0.012715411372482777,
-0.06688965111970901,
-0.001696574268862605,
0.043868158012628555,
0.0384930782020092,
-0.07318389415740967,
0.02442852593958378,
-0.03569606691598892,
-0.05772734060883522,
-0.04804437980055809,
-0.04584848880767822,
0.033161234110593796,
-0.05933117866516113,
0.05249151214957237,
0.049163755029439926,
-0.06364362686872482,
0.055728208273649216,
-0.047371044754981995,
0.04494050145149231,
0.04639001935720444,
-0.08932572603225708,
-0.058494552969932556,
-0.03547162190079689,
-0.07498825341463089,
-0.02553257718682289,
0.05089692771434784,
0.027522685006260872,
-0.049077894538640976,
0.06009586527943611,
-0.07428177446126938,
0.0705401822924614,
-0.06682652235031128,
-0.04621991142630577,
0.052776314318180084,
0.031545430421829224,
-0.07722489535808563,
0.06818744540214539,
-0.07498453557491302,
-0.05040258169174194,
0.05467849224805832,
0.08760984241962433,
0.0826568678021431,
-0.06796111166477203,
-0.035220157355070114,
-0.013339342549443245,
-0.0713958665728569,
0.021426478400826454,
-0.01596437394618988,
0.08862382918596268,
-0.034509655088186264,
-0.06783141940832138,
-0.07178248465061188,
-0.03792291134595871,
-0.03464366868138313,
0.006212611682713032,
0.028058534488081932,
-0.009040137752890587,
0.024907894432544708,
0.025577496737241745,
0.04871635511517525,
0.020114706829190254,
0.08761719614267349,
0.07558436691761017,
0.0749002993106842,
-0.07070491462945938,
-0.03323816508054733,
-0.037217143923044205,
-0.03580048680305481,
-0.036700811237096786,
0.06021760031580925,
-0.03332924842834473,
0.0607580803334713,
0.07630216330289841,
0.02320099249482155,
0.10654159635305405,
-0.04296658933162689,
0.06998354941606522,
-0.00837288424372673,
0.0953495129942894,
-0.026801100000739098,
0.08613575994968414,
0.047873154282569885,
0.053919240832328796,
-0.06770626455545425,
-0.04861998185515404,
-0.030645253136754036,
0.03501976653933525,
0.05121026933193207,
-0.05052107200026512,
-0.0593758225440979,
-0.04301838204264641,
-0.01707160472869873,
-0.056834541261196136,
-0.011700239963829517,
0.027325453236699104,
0.06643582880496979,
-0.06426024436950684,
-0.05918464437127113,
-0.045165952295064926,
0.040302857756614685,
-0.0463588684797287,
0.08500758558511734,
-0.023084869608283043,
0.06419883668422699,
-0.06662285327911377,
0.06221722066402435,
0.05971141904592514,
0.04116241633892059,
-0.060126230120658875,
-0.050814200192689896,
-0.06340507417917252,
-0.038485389202833176,
-0.0629211887717247,
-0.05380384624004364,
-0.04564427211880684,
0.030194073915481567,
0.044922009110450745,
-0.026756135746836662,
-0.0153912752866745,
0.03414105251431465,
-0.062162838876247406,
-0.06168437376618385,
-0.04830434173345566,
0.022348904982209206,
-0.025576993823051453,
0.08140625059604645,
0.05179166793823242,
0.028442662209272385,
0.005396152380853891,
-0.016283567994832993,
0.07648018002510071,
0.04514053463935852,
0.047727376222610474,
-0.017245499417185783,
-0.029242899268865585,
0.06110946834087372,
-0.046790171414613724,
0.058544594794511795,
0.0733225867152214,
-0.038941558450460434,
-0.0413752906024456,
0.04155775159597397,
0.000606850313488394,
-0.01670904830098152,
0.04597735404968262,
0.0863335132598877,
-0.051522064954042435,
0.0420171283185482,
0.01344902254641056,
-0.03923535346984863,
0.0403677299618721,
-0.0845828652381897,
-0.009938069619238377,
0.01865624077618122,
0.05465429648756981,
-0.07939382642507553,
-0.035301774740219116,
0.049638450145721436,
-0.02295575849711895,
-0.05208751931786537,
-0.07686827331781387,
-0.07902192324399948,
-0.05686759576201439,
-0.043536510318517685,
-0.012894278392195702,
0.0480317585170269,
0.06055174395442009,
-0.05214337632060051,
-0.05998019501566887,
-0.05043954774737358,
0.03047727793455124,
-0.054213423281908035,
0.04823597893118858,
-0.03783861920237541,
-0.025488898158073425,
0.013400341384112835,
-0.01959572732448578,
0.01944536715745926,
0.016388781368732452,
-0.03907875716686249,
-0.022630931809544563,
-0.031792644411325455,
-0.06246769428253174,
0.04643150418996811,
0.03974001854658127,
0.06919051706790924,
-0.05472777411341667,
0.030645305290818214,
0.006477353163063526,
-0.03202969953417778,
0.09682983160018921,
0.05189726874232292,
0.028566576540470123,
0.03365657106041908,
-0.025116965174674988,
-0.05997704342007637,
-0.04192066192626953,
-0.06312621384859085,
-0.055299971252679825,
0.07334835827350616,
0.030459361150860786,
-0.04819170758128166,
-0.06864780932664871,
-0.021060924977064133,
-0.02424999326467514,
0.06687603145837784,
-0.052951715886592865,
-0.042704708874225616,
0.07915327697992325,
0.004657976794987917,
0.05244358628988266,
0.06208992749452591,
0.05329051986336708,
-0.020965110510587692,
0.0016811552923172712,
0.0610099658370018,
-0.051883380860090256,
-0.05651559308171272,
-0.03367623686790466,
-0.05053653195500374,
0.032194264233112335,
-0.03902542591094971,
0.09189614653587341,
0.03734390810132027,
-0.004034762270748615,
0.06280827522277832,
-0.03678135573863983,
0.04204700142145157,
-0.02208227664232254,
-0.019739821553230286,
0.05071765556931496,
0.0657719150185585,
-0.052813321352005005,
0.024907484650611877,
0.011254599317908287,
0.024623608216643333,
0.032608695328235626,
0.016632912680506706,
0.0468212366104126,
0.055963702499866486,
-0.044877033680677414,
-0.018213914707303047,
0.042814962565898895,
0.0728253424167633,
-0.017869791015982628,
0.05810571834445,
-0.09630181640386581,
-0.04794623330235481,
-0.015661880373954773,
-0.030876388773322105,
0.009488324634730816,
-0.09092512726783752,
0.04215230047702789,
0.06699549406766891,
-0.07520047575235367,
-0.031778980046510696,
0.05055657774209976,
0.016693351790308952,
0.013606123626232147,
-0.050566501915454865,
-0.03881506249308586,
0.04622562974691391,
-0.055172402411699295,
-0.04975440725684166,
-0.010008778423070908,
0.046047408133745193,
-0.06245820224285126,
-0.07393495738506317,
0.02370780147612095,
0.03304407745599747,
-0.08021232485771179,
0.028028087690472603,
-0.045951101928949356,
-0.04990231990814209,
0.06845005601644516,
-0.01839587464928627,
-0.03626121208071709,
0.022243501618504524,
0.0876324474811554,
-0.08604875952005386,
0.028971049934625626,
0.04827665537595749,
-0.06084829568862915,
0.0547211691737175,
-0.05380764231085777,
-0.03374522551894188,
0.08341414481401443,
0.06925683468580246,
-0.060129642486572266,
-0.05152592808008194,
0.04492776840925217,
0.03968346118927002,
0.010235664434731007,
0.06609538942575455,
-0.038871508091688156,
0.0007002230850048363,
0.032799992710351944,
-0.03197188302874565,
0.0744338110089302,
0.08525167405605316,
-0.04058973863720894,
0.008162595331668854,
-0.0229653287678957,
-0.05084361135959625,
-0.04966985434293747,
0.021330691874027252,
-0.03131573274731636,
-0.04929095879197121,
0.0427878312766552,
0.0376339890062809,
-0.0012813964858651161,
0.042246460914611816
] |
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
PressOost-Vlaamse Ambassadeur ‘middelgrote’ bedrijven Skyhaus: technologie op
maat | Trends
March 31, 2021
# Oost-Vlaamse Ambassadeur ‘middelgrote’ bedrijven Skyhaus: technologie op
maat | Trends
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received! | scraping/output/-2839507695242921612.txt | [
0.020820781588554382,
-0.015877684578299522,
-0.0686882957816124,
-0.028260625898838043,
0.05890822038054466,
-0.05580965057015419,
0.06243607774376869,
0.07848130911588669,
0.0435527078807354,
-0.03492632880806923,
0.0316498763859272,
0.028017746284604073,
0.05345078557729721,
-0.05433329567313194,
-0.022595781832933426,
0.046394627541303635,
0.03419908136129379,
-0.027173807844519615,
-0.029211826622486115,
-0.049298014491796494,
0.044679947197437286,
0.00029242358868941665,
-0.06039314717054367,
0.04096712917089462,
0.06799522787332535,
0.031044472008943558,
-0.04189055785536766,
0.008321782574057579,
0.04035745561122894,
-0.027225906029343605,
-0.011349991895258427,
-0.06123756244778633,
0.04331481456756592,
-0.08295971900224686,
0.03588663041591644,
-0.007459674961864948,
-0.02509048581123352,
-0.0403917133808136,
0.04837498068809509,
-0.08904898166656494,
0.012954894453287125,
0.03828367590904236,
0.010555896908044815,
0.03633539006114006,
0.035058390349149704,
0.030927298590540886,
-0.018416885286569595,
0.025214646011590958,
-0.009731206111609936,
-0.03996966406702995,
-0.06682692468166351,
0.034395478665828705,
0.03505999222397804,
0.05025940760970116,
0.04726071283221245,
-0.08800700306892395,
-0.04895924776792526,
-0.09547825157642365,
-0.050179243087768555,
0.004362892359495163,
0.06260453909635544,
-0.055051956325769424,
0.005992910824716091,
0.04842376708984375,
0.06201479583978653,
0.08089738339185715,
-0.007744157686829567,
0.04058968275785446,
-0.1028052344918251,
-0.059159521013498306,
-0.024979813024401665,
0.0673065334558487,
0.029167156666517258,
-0.06150821968913078,
-0.021902533248066902,
0.020089443773031235,
0.014722396619617939,
-0.07308563590049744,
0.02645885944366455,
-0.0039440481923520565,
-0.05402813479304314,
-0.05257955193519592,
-0.07270120084285736,
0.0020741764456033707,
-0.07232049852609634,
0.045903779566287994,
0.04576779156923294,
-0.05329691991209984,
0.05861640349030495,
-0.024306224659085274,
0.02682897076010704,
0.07966303080320358,
-0.06281105428934097,
-0.04343181475996971,
-0.020538151264190674,
-0.059866633266210556,
-0.03912776708602905,
0.05542071536183357,
0.029671549797058105,
-0.024919306859374046,
0.05472060665488243,
-0.04115834832191467,
0.10635218769311905,
-0.06278733909130096,
-0.07298373430967331,
0.04874790459871292,
0.044445909559726715,
-0.090477854013443,
0.040817465633153915,
-0.08393573015928268,
-0.07905247062444687,
0.06635656207799911,
0.08741971850395203,
0.04321212321519852,
-0.057745371013879776,
-0.010043797083199024,
-0.030581604689359665,
-0.0483822301030159,
0.010096686892211437,
-0.04626414179801941,
0.11149989068508148,
-0.05799541622400284,
-0.11410301923751831,
-0.08268995583057404,
-0.030065465718507767,
-0.02866237610578537,
-0.010381784290075302,
0.04882596805691719,
0.019513089209794998,
0.04530869796872139,
0.03106115199625492,
-0.006802523974329233,
0.04543418064713478,
0.05651823803782463,
0.08201014995574951,
0.0922003984451294,
-0.05762983486056328,
-0.03051367960870266,
-0.06878639757633209,
-0.05866017937660217,
-0.02648291178047657,
0.027364932000637054,
-0.02290439046919346,
0.028996042907238007,
0.032502494752407074,
0.03984016925096512,
0.11504137516021729,
-0.044003356248140335,
0.07462818920612335,
-0.008600719273090363,
0.07626126706600189,
-0.015060242265462875,
0.09232620149850845,
0.012623255141079426,
0.03532322868704796,
-0.04695647209882736,
-0.08739112317562103,
-0.0455600805580616,
0.03485666215419769,
0.0663377195596695,
-0.035744525492191315,
-0.04196374863386154,
-0.02780250273644924,
-0.01711622253060341,
-0.04329252243041992,
-0.006734847091138363,
0.06207430362701416,
0.041729189455509186,
-0.05120563879609108,
-0.06284517794847488,
-0.061443179845809937,
0.04977117478847504,
-0.07930389791727066,
0.041681453585624695,
-0.03294390067458153,
0.0477670319378376,
-0.08945693075656891,
0.04950779303908348,
0.06735825538635254,
0.07281802594661713,
-0.0708879753947258,
-0.006114061456173658,
-0.07710307836532593,
-0.06021445244550705,
-0.06778961420059204,
-0.05999819189310074,
-0.033054936677217484,
0.030074577778577805,
0.03750240430235863,
-0.04361133649945259,
-0.0072971852496266365,
0.024096708744764328,
-0.07373226433992386,
-0.09940357506275177,
-0.0345953144133091,
0.0526406466960907,
-0.015394020825624466,
0.03590942546725273,
0.04880543425679207,
0.0479583814740181,
0.013896917924284935,
-0.017809854820370674,
0.035751622170209885,
0.049887143075466156,
0.059509649872779846,
-0.024586239829659462,
-0.015927953645586967,
0.08080299198627472,
-0.0283812265843153,
0.04943720996379852,
0.03492973744869232,
-0.03839398920536041,
-0.01709926128387451,
0.037763796746730804,
0.005413223057985306,
-0.03196745365858078,
0.037720199674367905,
0.0879441499710083,
-0.05165708065032959,
0.05480102822184563,
0.037404537200927734,
-0.02211747132241726,
0.07329395413398743,
-0.08402719348669052,
-0.0064821429550647736,
0.026441462337970734,
0.057744100689888,
-0.0673159658908844,
-0.05563059449195862,
0.06101179122924805,
-0.04783200845122337,
-0.02083219401538372,
-0.04893304035067558,
-0.0742138922214508,
-0.035290371626615524,
-0.04258303344249725,
-0.018361911177635193,
0.025005849078297615,
0.05656086653470993,
-0.019036808982491493,
-0.062189485877752304,
-0.029361698776483536,
0.05973188951611519,
-0.07824093103408813,
0.07242761552333832,
-0.06455409526824951,
-0.015787195414304733,
0.017287740483880043,
-0.032498784363269806,
0.031080083921551704,
0.053766489028930664,
-0.011611076071858406,
-0.005719013046473265,
-0.02186652086675167,
-0.036297816783189774,
0.06066058576107025,
0.05101298913359642,
0.10630092024803162,
-0.08498311042785645,
0.03747694566845894,
0.035195160657167435,
-0.018232297152280807,
0.06945919245481491,
0.049651455134153366,
0.04631979763507843,
0.038220226764678955,
-0.03012368455529213,
-0.050234343856573105,
-0.061950113624334335,
-0.04104818403720856,
-0.06223022937774658,
0.05461796000599861,
0.0043821632862091064,
-0.01431772019714117,
-0.06605347245931625,
-0.03976291045546532,
0.0022929979022592306,
0.05302300304174423,
-0.013045018538832664,
-0.03585369884967804,
0.07471104711294174,
0.002153536304831505,
0.029924839735031128,
0.05812428519129753,
0.03050621971487999,
-0.019792746752500534,
-0.0435120053589344,
0.05248994007706642,
-0.04665675014257431,
-0.07984635978937149,
-0.06123916432261467,
-0.06521069258451462,
0.020595520734786987,
-0.03315243124961853,
0.09494592994451523,
0.050516970455646515,
0.014647393487393856,
0.05598574876785278,
-0.04486571252346039,
0.054358385503292084,
0.009496059268712997,
-0.007558730896562338,
0.03260481357574463,
0.07907247543334961,
-0.030705789104104042,
-0.004090260248631239,
-0.0078072636388242245,
0.024050885811448097,
0.04887961968779564,
0.02891938015818596,
0.053303636610507965,
0.02924664132297039,
-0.04582870006561279,
-0.0022496290039271116,
0.05196649953722954,
0.07828480005264282,
-0.024814646691083908,
0.046788815408945084,
-0.12261781096458435,
-0.04429684951901436,
-0.008643468841910362,
-0.08467744290828705,
0.011394770815968513,
-0.08796781301498413,
0.018072692677378654,
0.061890922486782074,
-0.054834675043821335,
-0.015341009944677353,
0.018661392852663994,
0.01992199197411537,
0.0211555864661932,
-0.04640961438417435,
-0.021938109770417213,
0.07575827836990356,
-0.05676395446062088,
-0.046685200184583664,
-0.04631005600094795,
0.06146233528852463,
-0.08707758039236069,
-0.060568612068891525,
0.03669247031211853,
0.030881831422448158,
-0.0903119444847107,
0.06200695037841797,
0.009289468638598919,
-0.02881203033030033,
0.07852299511432648,
-0.02398524433374405,
-0.06028329208493233,
0.042841069400310516,
0.06893108040094376,
-0.08435364067554474,
0.048301830887794495,
0.034022603183984756,
-0.07888280600309372,
0.0781472846865654,
-0.04947488382458687,
-0.03538751229643822,
0.07860153913497925,
0.07074811309576035,
-0.045504264533519745,
-0.0505455881357193,
0.052884384989738464,
0.025014065206050873,
0.023587726056575775,
0.04354626312851906,
-0.003964587580412626,
0.004565710201859474,
0.03849291056394577,
-0.016969667747616768,
0.03946257755160332,
0.05952911078929901,
-0.0451202392578125,
0.014844565652310848,
-0.035073358565568924,
-0.06249445304274559,
-0.051499124616384506,
0.0384816974401474,
-0.03373591601848602,
-0.03387415409088135,
0.04905017837882042,
0.06085395812988281,
0.0136857395991683,
0.05750208720564842
] |
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Accelerating businesses with AI technology & experts
Contact:
[email protected]
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/-2839507695242921612.txt | [
0.01093799713999033,
-0.0193946473300457,
-0.03924631327390671,
-0.04463391751050949,
0.02625059336423874,
-0.05607639625668526,
0.0692283883690834,
0.09080078452825546,
0.06030832231044769,
-0.028781181201338768,
0.05005491152405739,
0.04301358386874199,
0.038204193115234375,
-0.031360697001218796,
-0.031100889667868614,
0.05849340930581093,
0.03105553239583969,
-0.04051113873720169,
-0.05975216254591942,
-0.06508592516183853,
0.005011232569813728,
-0.0025625238195061684,
-0.054872456938028336,
0.04702657833695412,
0.05261529982089996,
0.059254877269268036,
-0.047140393406152725,
-0.004563925787806511,
0.03904959559440613,
-0.028874697163701057,
-0.027397774159908295,
-0.030011149123311043,
0.07305099815130234,
-0.08244295418262482,
0.04046881943941116,
0.013628103770315647,
-0.03622112423181534,
-0.029759377241134644,
0.04827272891998291,
-0.08152850717306137,
-0.00848697591573,
0.01852152869105339,
0.016069652512669563,
0.04721996188163757,
0.0047107902355492115,
0.04422895982861519,
-0.016602667048573494,
0.03162248805165291,
-0.010753699578344822,
-0.03320642188191414,
-0.05810033157467842,
0.05508371815085411,
0.00676487572491169,
0.04626300558447838,
0.06227336451411247,
-0.060941968113183975,
-0.09589957445859909,
-0.08270639926195145,
-0.05073622614145279,
0.04670396074652672,
0.0663825124502182,
-0.10427135229110718,
0.01671004854142666,
0.044924236834049225,
0.07421992719173431,
0.06718872487545013,
0.02921469323337078,
0.04641258344054222,
-0.09508528560400009,
-0.06624799221754074,
-0.08495143055915833,
0.061939723789691925,
0.004071966279298067,
-0.07051233947277069,
-0.01803596131503582,
0.04635088890790939,
0.012935930863022804,
-0.05960974842309952,
0.017721768468618393,
-0.02990211360156536,
-0.05188604071736336,
-0.022185780107975006,
-0.04743658006191254,
0.016807865351438522,
-0.06041877716779709,
0.07232653349637985,
0.049858372658491135,
-0.06008884683251381,
0.0704447478055954,
-0.05204783007502556,
0.04008803144097328,
0.05071226879954338,
-0.07579489052295685,
-0.07196167856454849,
-0.05106961727142334,
-0.0865459218621254,
-0.027471378445625305,
0.05508178845047951,
0.04581409692764282,
-0.06997301429510117,
0.052024830132722855,
-0.06440162658691406,
0.07314251363277435,
-0.07273904234170914,
-0.05231339856982231,
0.03716771677136421,
0.026503626257181168,
-0.07191942632198334,
0.0632120817899704,
-0.07075077295303345,
-0.05415276065468788,
0.060578759759664536,
0.07377585768699646,
0.07686658948659897,
-0.07338570058345795,
-0.022516997531056404,
-0.013794157654047012,
-0.05510850250720978,
0.0018171134870499372,
-0.02460123412311077,
0.08738604933023453,
-0.04938293620944023,
-0.07873361557722092,
-0.06579569727182388,
-0.027245040982961655,
-0.03869900479912758,
0.00298131606541574,
0.035930078476667404,
-0.0010644281283020973,
0.03324418142437935,
0.018332717940211296,
0.027304749935865402,
0.02144693210721016,
0.08539719879627228,
0.08537209779024124,
0.08307823538780212,
-0.0814661979675293,
-0.02769157476723194,
-0.0449034720659256,
-0.04755094274878502,
-0.02480558305978775,
0.059222761541604996,
-0.027418211102485657,
0.060213588178157806,
0.07875874638557434,
0.016989246010780334,
0.1170133724808693,
-0.04496372491121292,
0.06644155830144882,
0.0017193291569128633,
0.09045843034982681,
-0.02394697442650795,
0.07055952399969101,
0.06137102097272873,
0.06456377357244492,
-0.06209760531783104,
-0.06747804582118988,
-0.04305421561002731,
0.03719906881451607,
0.044784482568502426,
-0.05386180803179741,
-0.05586596205830574,
-0.03239353001117706,
-0.012248930521309376,
-0.05137655884027481,
0.004178759176284075,
0.03923941031098366,
0.05195536091923714,
-0.07116083800792694,
-0.06742842495441437,
-0.046896371990442276,
0.03324315696954727,
-0.04082450270652771,
0.07906779646873474,
-0.023199185729026794,
0.061047472059726715,
-0.06384152173995972,
0.060573071241378784,
0.0491274893283844,
0.046754974871873856,
-0.06929313391447067,
-0.038863442838191986,
-0.06493495404720306,
-0.04678494110703468,
-0.0648215040564537,
-0.0624794140458107,
-0.03550192341208458,
0.0374424010515213,
0.036622364073991776,
-0.037698160856962204,
-0.0023645428009331226,
0.035334810614585876,
-0.06363363564014435,
-0.06907426565885544,
-0.038499727845191956,
0.0469893217086792,
-0.017012763768434525,
0.06540161371231079,
0.054777391254901886,
0.0337674580514431,
0.017589373514056206,
-0.015613081865012646,
0.051000289618968964,
0.041419144719839096,
0.052321791648864746,
-0.011293883435428143,
-0.03256560489535332,
0.06404554098844528,
-0.044040095061063766,
0.058749549090862274,
0.06822740286588669,
-0.03928036615252495,
-0.04223552346229553,
0.027201399207115173,
0.0182114876806736,
-0.010850773192942142,
0.06150618940591812,
0.09647191315889359,
-0.036562398076057434,
0.04910558462142944,
0.023479720577597618,
-0.033899761736392975,
0.05248282477259636,
-0.09015224128961563,
-0.004811710212379694,
0.023852700367569923,
0.07197174429893494,
-0.0716075673699379,
-0.03173089772462845,
0.05366441234946251,
-0.050532542169094086,
-0.042010337114334106,
-0.08327165991067886,
-0.07930508255958557,
-0.03903042897582054,
-0.03625103458762169,
-0.02345416694879532,
0.03943637013435364,
0.0687052384018898,
-0.06317254155874252,
-0.07401438802480698,
-0.06332838535308838,
0.019797861576080322,
-0.05078466981649399,
0.061702702194452286,
-0.031552739441394806,
-0.020668983459472656,
0.020361369475722313,
-0.01656450890004635,
0.023131439462304115,
0.026896093040704727,
-0.019977698102593422,
-0.010867293924093246,
-0.01972314715385437,
-0.05656921863555908,
0.06470445543527603,
0.042300160974264145,
0.06339824944734573,
-0.059516843408346176,
0.0410270169377327,
0.025494908913969994,
-0.022725410759449005,
0.08442510664463043,
0.04880901798605919,
0.03168660029768944,
0.03382023796439171,
-0.029901735484600067,
-0.054406989365816116,
-0.04658249020576477,
-0.06668455898761749,
-0.06767980009317398,
0.07506854832172394,
0.02974611707031727,
-0.04936620593070984,
-0.05700324848294258,
-0.03782665729522705,
-0.009967283345758915,
0.05566099286079407,
-0.03188195824623108,
-0.0217660553753376,
0.07651685178279877,
-0.005204139743000269,
0.0448521226644516,
0.05024893954396248,
0.04911361262202263,
-0.038493797183036804,
-0.0028441636823117733,
0.06359823048114777,
-0.03854965791106224,
-0.06255613267421722,
-0.027066754177212715,
-0.047411754727363586,
0.016892950981855392,
-0.015846632421016693,
0.09764903038740158,
0.04058380052447319,
-0.011720148846507072,
0.06307793408632278,
-0.040678948163986206,
0.04104629531502724,
-0.0016651585465297103,
-0.02428998239338398,
0.04615388065576553,
0.06381312012672424,
-0.03450177609920502,
0.021011531352996826,
0.007851886563003063,
0.029253767803311348,
0.029871273785829544,
0.017010845243930817,
0.03718927130103111,
0.04251876845955849,
-0.046510808169841766,
-0.018966693431138992,
0.050276003777980804,
0.08916059881448746,
-0.01831924356520176,
0.05830055847764015,
-0.09795352816581726,
-0.06619616597890854,
-0.015134084969758987,
-0.04207955673336983,
0.005828194320201874,
-0.0973292887210846,
0.05248608440160751,
0.07048990577459335,
-0.07981914281845093,
-0.02956867590546608,
0.0509079210460186,
0.008758996613323689,
0.009282231330871582,
-0.0418570414185524,
-0.029619378969073296,
0.0631973147392273,
-0.04860026389360428,
-0.038517557084560394,
-0.008182046003639698,
0.0456281378865242,
-0.07282928377389908,
-0.0742294117808342,
0.021849144250154495,
0.01287938840687275,
-0.08994407206773758,
0.019345205277204514,
-0.03257276117801666,
-0.03570806607604027,
0.07986579835414886,
-0.02110942266881466,
-0.04455884173512459,
0.01987054944038391,
0.08642338216304779,
-0.07340879738330841,
0.02782483957707882,
0.05077973008155823,
-0.07489243894815445,
0.07510010898113251,
-0.05125736817717552,
-0.048137348145246506,
0.08995531499385834,
0.0701022669672966,
-0.06818656623363495,
-0.05456191673874855,
0.03326750174164772,
0.03293875604867935,
0.009233775548636913,
0.061954837292432785,
-0.03141153231263161,
0.0006038275314494967,
0.024554165080189705,
-0.019817857071757317,
0.07620370388031006,
0.07396764308214188,
-0.0336458645761013,
0.022197972983121872,
-0.027076665312051773,
-0.07012835890054703,
-0.040540169924497604,
0.015256300568580627,
-0.020874790847301483,
-0.03319600969552994,
0.027965491637587547,
0.03750639781355858,
-0.011454884894192219,
0.04438413679599762
] |
Responsible/ Ethical AI
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
Blogposts
All Posts
January 19, 2022
# What better time than Christmas to foster innovation?
Contributors
No items found.
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Share this post
### Introduction | scraping/output/-2615541418613730807.txt | [
0.021505124866962433,
0.0033052030485123396,
-0.050148237496614456,
-0.029413610696792603,
0.03978316858410835,
-0.06358573585748672,
0.06424875557422638,
0.07282856851816177,
0.04819607734680176,
-0.04673624783754349,
0.03173266351222992,
0.03160352259874344,
0.05906183272600174,
-0.04480668529868126,
-0.01857670582830906,
0.04414637014269829,
0.017221061512827873,
-0.034283384680747986,
-0.029982464388012886,
-0.04120928794145584,
-0.006107786670327187,
0.0053282747976481915,
-0.0359518937766552,
0.06802868098020554,
0.07869124412536621,
0.03684442117810249,
-0.045980554074048996,
0.003955361433327198,
0.052846863865852356,
-0.023223070427775383,
-0.022702578455209732,
-0.05801241099834442,
0.04526149854063988,
-0.08045189827680588,
0.029327258467674255,
0.0010868494864553213,
-0.03863448277115822,
-0.03371385484933853,
0.06426379084587097,
-0.09309578686952591,
-0.0029132282361388206,
0.03417499363422394,
0.017045311629772186,
0.028732165694236755,
0.026924990117549896,
0.0381089523434639,
-0.023184504359960556,
0.05161892995238304,
-0.011665555648505688,
-0.043214451521635056,
-0.06949647516012192,
0.04140765219926834,
0.013287921436131,
0.04529793933033943,
0.06360330432653427,
-0.062364984303712845,
-0.06006501615047455,
-0.06575372815132141,
-0.04830121248960495,
0.03275793790817261,
0.05448240414261818,
-0.05804284289479256,
0.009771354496479034,
0.03319086134433746,
0.06345196068286896,
0.08649683743715286,
0.03253272920846939,
0.03881574422121048,
-0.10584314167499542,
-0.058590855449438095,
-0.053053855895996094,
0.08898983895778656,
0.017785372212529182,
-0.060540199279785156,
-0.02595590613782406,
0.033260054886341095,
0.006018300540745258,
-0.056327324360609055,
0.031085258349776268,
-0.0293863695114851,
-0.05765796825289726,
-0.024168241769075394,
-0.036989033222198486,
0.0054657673463225365,
-0.06236273795366287,
0.05136558786034584,
0.0460345521569252,
-0.07742919027805328,
0.06274819374084473,
-0.03677394986152649,
0.04093194007873535,
0.0640801340341568,
-0.06093025952577591,
-0.046119220554828644,
-0.009381859563291073,
-0.09669181704521179,
-0.039306070655584335,
0.05364038050174713,
0.06529440730810165,
-0.05003545060753822,
0.04359854385256767,
-0.06150558590888977,
0.09119552373886108,
-0.0654463917016983,
-0.054149579256772995,
0.05506657809019089,
0.03309902176260948,
-0.09530690312385559,
0.05868477746844292,
-0.07827411592006683,
-0.07892201095819473,
0.06468233466148376,
0.10033461451530457,
0.05647258833050728,
-0.06822024285793304,
0.0004750437510665506,
-0.04085740074515343,
-0.06603381037712097,
0.006655796431005001,
-0.030611123889684677,
0.11490005999803543,
-0.0556032657623291,
-0.09048312157392502,
-0.08339275419712067,
-0.017189646139740944,
-0.035433027893304825,
0.008984449319541454,
0.03188659995794296,
0.01365852914750576,
0.044849641621112823,
0.021075868979096413,
0.009755736216902733,
0.03682256489992142,
0.037212055176496506,
0.09647495299577713,
0.0874488577246666,
-0.08981345593929291,
-0.026692496612668037,
-0.045456331223249435,
-0.040966231375932693,
-0.0202683974057436,
0.04523211717605591,
-0.022519085556268692,
0.04122951254248619,
0.05054731294512749,
0.033836979418992996,
0.10328292101621628,
-0.07699162513017654,
0.05670592188835144,
-0.011643901467323303,
0.08610611408948898,
-0.014301639050245285,
0.09283716231584549,
0.030687252059578896,
0.04963413625955582,
-0.04965950548648834,
-0.06782063096761703,
-0.02564559504389763,
0.05046098306775093,
0.04137032851576805,
-0.04646668955683708,
-0.03685512766242027,
-0.04196906462311745,
-0.010687164030969143,
-0.03727487474679947,
-0.0020125508308410645,
0.04476303607225418,
0.052861254662275314,
-0.028767015784978867,
-0.0768413171172142,
-0.07894419878721237,
0.04290778934955597,
-0.05865680053830147,
0.06637490540742874,
-0.028202857822179794,
0.05406830087304115,
-0.06366530805826187,
0.059872694313526154,
0.04538871720433235,
0.08006924390792847,
-0.08637001365423203,
-0.021532835438847542,
-0.0564197301864624,
-0.0649842619895935,
-0.0767553448677063,
-0.0667094737291336,
-0.02433880791068077,
0.03327328711748123,
0.029492218047380447,
-0.04874720051884651,
0.007685728371143341,
0.02402815967798233,
-0.047618985176086426,
-0.07730358839035034,
-0.035357315093278885,
0.024524839594960213,
-0.02020077593624592,
0.05327600613236427,
0.050539448857307434,
0.03904281556606293,
0.024919303134083748,
-0.029936721548438072,
0.037324462085962296,
0.035986918956041336,
0.07498251646757126,
-0.01391961146146059,
-0.03195865452289581,
0.07122860103845596,
-0.04189477860927582,
0.0449657216668129,
0.039728473871946335,
-0.05137746036052704,
-0.05267525464296341,
0.039772991091012955,
0.013025989755988121,
-0.022851524874567986,
0.03883030265569687,
0.08468681573867798,
-0.06439175456762314,
0.043743304908275604,
0.025304920971393585,
-0.023149900138378143,
0.0672135129570961,
-0.07322638481855392,
0.0069086928851902485,
0.019957121461629868,
0.05056757479906082,
-0.05888760834932327,
-0.03291027620434761,
0.03848449885845184,
-0.06490298360586166,
-0.03847432881593704,
-0.0587507002055645,
-0.08166661113500595,
-0.03496767207980156,
-0.05592005327343941,
-0.04019362851977348,
0.034542471170425415,
0.06339377909898758,
-0.06130707636475563,
-0.07499346882104874,
-0.04167845472693443,
0.027217909693717957,
-0.049779731780290604,
0.05420615151524544,
-0.05898239463567734,
-0.013393020257353783,
0.015675421804189682,
-0.007433454971760511,
0.028104880824685097,
0.03846001997590065,
-0.027864541858434677,
-0.005360899493098259,
-0.017544681206345558,
-0.04313350096344948,
0.060303423553705215,
0.05978337675333023,
0.0922413170337677,
-0.0787430852651596,
0.045369405299425125,
0.00795452855527401,
-0.02330709993839264,
0.08499898761510849,
0.060383640229701996,
0.03885773941874504,
0.05352204665541649,
-0.038420647382736206,
-0.05410425737500191,
-0.044675812125205994,
-0.0659022405743599,
-0.060334932059049606,
0.040982749313116074,
0.025402432307600975,
-0.023730168119072914,
-0.05021342262625694,
-0.026233375072479248,
-0.00444032670930028,
0.07504872977733612,
-0.03373318165540695,
-0.031167782843112946,
0.08937802910804749,
0.00856353621929884,
0.014892666600644588,
0.05296695977449417,
0.02114095538854599,
-0.025186965242028236,
-0.006564093288034201,
0.0595572330057621,
-0.034945979714393616,
-0.06588266044855118,
-0.04135053977370262,
-0.056529927998781204,
0.024331748485565186,
-0.02227974310517311,
0.08883734047412872,
0.0463775098323822,
0.010572523809969425,
0.05095778778195381,
-0.056204166263341904,
0.049387600272893906,
-0.007953096181154251,
-0.027362480759620667,
0.047094784677028656,
0.07615586370229721,
-0.04655435308814049,
0.017917653545737267,
0.019476622343063354,
0.01585332490503788,
0.05257173255085945,
0.028796954080462456,
0.05678514763712883,
0.04528379067778587,
-0.03188743814826012,
-0.007276426535099745,
0.047715574502944946,
0.08224313706159592,
-0.0350484661757946,
0.04902791976928711,
-0.10496731102466583,
-0.053651876747608185,
-0.032957687973976135,
-0.06811133772134781,
0.001871224376372993,
-0.08133004605770111,
0.02372926101088524,
0.06667076796293259,
-0.07183446735143661,
-0.039521489292383194,
0.040079932659864426,
0.010103549808263779,
0.016318583860993385,
-0.052278291434049606,
-0.043021444231271744,
0.06094293296337128,
-0.0440639927983284,
-0.03379543125629425,
-0.028923582285642624,
0.06644530594348907,
-0.06447727978229523,
-0.05043156445026398,
0.03375791013240814,
0.016737008467316628,
-0.09265855699777603,
0.03519092872738838,
-0.03663073852658272,
-0.04113176465034485,
0.0943073108792305,
-0.021688057109713554,
-0.06229592114686966,
0.021196581423282623,
0.08624077588319778,
-0.07838013023138046,
0.019011622294783592,
0.04885028675198555,
-0.09226813167333603,
0.07704164832830429,
-0.059129055589437485,
-0.016148464754223824,
0.06664640456438065,
0.05954629182815552,
-0.04860888421535492,
-0.06411878019571304,
0.04433094710111618,
0.02597792260348797,
0.02491726353764534,
0.04965604096651077,
-0.026949478313326836,
0.016787398606538773,
0.031242610886693,
-0.012411175295710564,
0.07639303058385849,
0.10441994667053223,
-0.03531431779265404,
-0.00019266510207671672,
-0.030919518321752548,
-0.05483979359269142,
-0.057938192039728165,
0.01857931725680828,
-0.05361083894968033,
-0.02905164659023285,
0.026990685611963272,
0.05145786330103874,
0.005581467878073454,
0.06601069867610931
] |
“Hooray, the end of the year!” is the chant that echoes in many corporate
hallways when Christmas is nearing. Lots of people take time off at the end of
the year to find some quiet and “recharge their batteries” for the next one.
Most people that do decide to keep working are — unknowingly — nearing the
least productive week they’ve had in a long time.
“Nothing new here” you think while you zoom out on our planet again. You
notice the back of your head itching and realize that you have been wearing
your VR glasses for way too long now. You sigh softly and start scratching
your hair. Empty-headedly, you decide to give a last good spin to the sphere
in front of you before taking the headset off. With a glazed look you see the
world spinning in front of you until something odd catches your attention.
“What in the hell was that?” you stutter while you start zooming in again. You
take a closer look and count that there are four corporate hallways that are | scraping/output/-2615541418613730807.txt | [
0.05173894017934799,
-0.005426495335996151,
-0.049092818051576614,
-0.05105913430452347,
0.03167687729001045,
-0.006206840742379427,
0.015543757006525993,
0.022122370079159737,
0.06968195736408234,
-0.01622447744011879,
0.019013434648513794,
0.032174985855817795,
0.05185430869460106,
-0.014577440917491913,
-0.029151814058423042,
0.05613541975617409,
0.03026519902050495,
-0.00324881449341774,
-0.053619783371686935,
-0.08039659261703491,
0.009206093847751617,
0.03341090306639671,
-0.029879571869969368,
0.03257640823721886,
0.06466703861951828,
0.042020078748464584,
-0.007281266152858734,
0.027080819010734558,
0.02227381430566311,
-0.024941472336649895,
-0.05176587775349617,
-0.06027577072381973,
0.014042185619473457,
-0.059770651161670685,
0.043146420270204544,
0.02244814857840538,
-0.059026386588811874,
-0.025258498266339302,
0.053466856479644775,
-0.06576737761497498,
-0.025977419689297676,
0.00827447697520256,
0.04071470722556114,
0.0692848339676857,
0.03373917564749718,
0.06726469844579697,
-0.012329001910984516,
0.039719466120004654,
-0.04724420607089996,
-0.048556096851825714,
-0.0877913236618042,
0.07514964044094086,
0.0016821447061374784,
0.07421665638685226,
0.015493078157305717,
-0.06614656746387482,
-0.06567797064781189,
-0.06363164633512497,
-0.08265246450901031,
0.06214465945959091,
0.049817875027656555,
-0.06245337054133415,
0.008563395589590073,
0.010677984915673733,
0.09148891270160675,
0.12454180419445038,
0.04431160166859627,
0.012889391742646694,
-0.021580975502729416,
-0.012549965642392635,
-0.0409788116812706,
0.03788726404309273,
0.004188523627817631,
-0.04560568183660507,
-0.011135482229292393,
0.04719694331288338,
0.016345499083399773,
-0.07133723795413971,
0.048205044120550156,
-0.027758466079831123,
-0.01557596679776907,
-0.0545564629137516,
0.006005008239299059,
0.046860553324222565,
-0.0663285031914711,
0.06304110586643219,
0.06851588189601898,
-0.03994245454668999,
0.05707593262195587,
-0.035032719373703,
0.022621633484959602,
0.062044840306043625,
-0.048050351440906525,
-0.05035676062107086,
-0.050931770354509354,
-0.08726537227630615,
-0.07576818019151688,
0.07024665176868439,
0.06645598262548447,
-0.04029972106218338,
0.0410473570227623,
-0.016068555414676666,
0.06417173147201538,
-0.03199536353349686,
-0.020939592272043228,
0.04811296612024307,
0.027112333104014397,
-0.0500008724629879,
0.087809719145298,
-0.029452016577124596,
-0.07181885093450546,
0.06196894124150276,
0.07945984601974487,
0.02708551101386547,
-0.036762796342372894,
-0.07025296986103058,
-0.02793220244348049,
-0.0645713359117508,
-0.008734548464417458,
-0.06867074966430664,
0.0830010324716568,
-0.027160830795764923,
-0.04923002049326897,
-0.08406935632228851,
-0.05965104326605797,
-0.05342487618327141,
-0.002346174791455269,
0.05761350318789482,
0.011885457672178745,
0.05040431395173073,
0.01713457517325878,
0.025038428604602814,
0.04316622018814087,
0.03256424143910408,
0.023853981867432594,
0.09247592836618423,
-0.029668785631656647,
0.003050750819966197,
-0.032712019979953766,
-0.022080153226852417,
-0.08694831281900406,
0.091537244617939,
-0.03572336211800575,
0.09854591637849808,
0.08584635704755783,
0.04839694872498512,
0.06941891461610794,
-0.04868731275200844,
0.056682053953409195,
-0.024255694821476936,
0.06111032888293266,
-0.046163346618413925,
0.08007302135229111,
0.014799581840634346,
0.06666714698076248,
-0.0486789345741272,
-0.051690876483917236,
-0.0752464085817337,
0.033359281718730927,
0.05321376025676727,
-0.039639849215745926,
-0.0027231115382164717,
-0.09438969939947128,
0.02574559859931469,
-0.04858405515551567,
-0.0038611292839050293,
0.009886560030281544,
0.06218677759170532,
-0.023469842970371246,
-0.046605370938777924,
-0.09571858495473862,
0.009028610773384571,
-0.04777892306447029,
0.057852357625961304,
0.0007411065162159503,
0.03239673748612404,
-0.05272965505719185,
0.022990122437477112,
0.04718239977955818,
0.04008796066045761,
-0.06154962629079819,
-0.0064693232998251915,
-0.04899522289633751,
0.008381419815123081,
-0.05681513622403145,
-0.008628753013908863,
-0.06966062635183334,
0.0500277504324913,
0.07045546174049377,
-0.030053336173295975,
-0.009339478798210621,
0.023806920275092125,
-0.07686588913202286,
-0.03040485829114914,
-0.06437711417675018,
0.05125780776143074,
-0.0845630019903183,
0.028099428862333298,
0.07557839900255203,
0.029180724173784256,
-0.049100086092948914,
-0.03957079350948334,
0.03606989234685898,
0.024583332240581512,
0.040775176137685776,
0.0002483212447259575,
0.00011055942013626918,
0.03129006549715996,
-0.02392110973596573,
0.04032040014863014,
0.03854016587138176,
-0.11301454156637192,
-0.08473240584135056,
0.0333620123565197,
-0.03421053662896156,
-0.0571451298892498,
0.003138933563604951,
0.08964475989341736,
-0.027450772002339363,
0.05667725205421448,
0.03603809326887131,
-0.00986288208514452,
0.03826456144452095,
-0.0634545162320137,
-0.05760116130113602,
0.03754730150103569,
0.016156679019331932,
-0.048363879323005676,
-0.031067347154021263,
0.05467047914862633,
-0.02389245294034481,
-0.06613527238368988,
-0.048052556812763214,
-0.07412012666463852,
-0.039050955325365067,
-0.06938935816287994,
-0.04219798371195793,
0.03647131100296974,
0.0454077385365963,
-0.005982527043670416,
-0.01708849146962166,
-0.04787898063659668,
0.04879321530461311,
-0.08294433355331421,
0.08958449959754944,
-0.04554134979844093,
-0.033218078315258026,
0.002261877991259098,
-0.019734609872102737,
-0.019549889490008354,
0.07735860347747803,
-0.04833868518471718,
-0.048036858439445496,
-0.056741997599601746,
-0.0067536598071455956,
0.060395997017621994,
0.06842274218797684,
0.0643571987748146,
-0.051273055374622345,
0.00817042589187622,
0.0352168083190918,
-0.016106372699141502,
0.07507788389921188,
0.017569495365023613,
0.05586143210530281,
0.023508381098508835,
-0.017710138112306595,
-0.02173934318125248,
-0.05711870267987251,
-0.048761192709207535,
-0.07613707333803177,
0.02618112787604332,
0.00968126580119133,
-0.04325754567980766,
-0.08528581261634827,
-0.044702980667352676,
0.06037190929055214,
0.07811728119850159,
-0.0394347719848156,
-0.04254398122429848,
0.020070787519216537,
0.012507102452218533,
0.054334186017513275,
0.04338957741856575,
0.04081955552101135,
-0.009496109560132027,
-0.05880029499530792,
0.06288321316242218,
-0.032329898327589035,
-0.04323457553982735,
0.004427652340382338,
-0.05327773094177246,
0.05242680758237839,
-0.004210315179079771,
0.07415265589952469,
0.04005902260541916,
0.011107227765023708,
0.05222368240356445,
-0.057737234979867935,
0.05658126249909401,
-0.003915767651051283,
-0.04216950759291649,
0.02793135493993759,
0.04266439378261566,
-0.06294175982475281,
0.030878959223628044,
-0.005262820515781641,
0.01678474433720112,
0.029943635687232018,
0.026194361969828606,
0.06089458614587784,
0.046642836183309555,
-0.04009949415922165,
-0.05328407883644104,
0.06999319791793823,
0.07097433507442474,
-0.03451509028673172,
0.03428688645362854,
-0.022491350769996643,
-0.03531206026673317,
-0.05167125537991524,
-0.08464609831571579,
-0.010382592678070068,
-0.09610810875892639,
0.001938928384333849,
0.07563763856887817,
-0.049079712480306625,
-0.032063089311122894,
0.060894839465618134,
0.019326934590935707,
0.03928545117378235,
-0.03588606044650078,
-0.06791455298662186,
0.06538064032793045,
-0.0874173492193222,
0.009463713504374027,
0.005370731931179762,
0.06925871223211288,
-0.0469462089240551,
-0.10197959840297699,
0.005655108951032162,
-0.036360833793878555,
-0.0474507100880146,
0.041262347251176834,
-0.06049753352999687,
-0.05428655818104744,
0.10338802635669708,
-0.07523461431264877,
-0.0945158451795578,
0.04644520580768585,
0.1346033215522766,
-0.08947613090276718,
-0.0009268722496926785,
0.05695421248674393,
-0.04755983501672745,
0.057936687022447586,
-0.04386957734823227,
-0.016336990520358086,
0.0232007447630167,
0.06349804252386093,
-0.03682824224233627,
-0.031317275017499924,
0.06965436786413193,
0.0779317170381546,
0.06428007781505585,
0.08037872612476349,
-0.014336713589727879,
0.004003302659839392,
0.045677442103624344,
-0.03629216551780701,
0.06275041401386261,
0.058225538581609726,
-0.07111607491970062,
0.01598498225212097,
-0.0712336003780365,
-0.06353574246168137,
-0.013464128598570824,
0.042880333960056305,
-0.10052229464054108,
-0.025216588750481606,
0.04414829984307289,
0.04911346361041069,
0.005707195959985256,
0.04704197123646736
] |
“What in the hell was that?” you stutter while you start zooming in again. You
take a closer look and count that there are four corporate hallways that are
kinda unusual, atypical.. weird even.
In Ghent, Amsterdam, Berlin and Zurich, you find one corresponding hallway
where people just don’t seem to be planning much holidays, nor are they
preparing for a soothing week to conclude the year. Instead, you find that
these hallways share an exciting feeling that is starting to build up in the
days and weeks prior to Christmas. Soft whispers are turning into audible
muffles, people start to move in quicker ways and the atmosphere is filling
with longing. When the Christmas trees are being decorated the atmosphere
spills over and the muffles turn into cries of exhilaration.
“Finally” you hear.
“Finally.. The ML6 Xmas Projects are back in town!” | scraping/output/-2615541418613730807.txt | [
0.07325531542301178,
-0.0021532082464545965,
-0.07311609387397766,
-0.04060294106602669,
0.08517191559076309,
-0.018469179049134254,
0.024393316358327866,
0.0461927093565464,
0.04722115024924278,
0.008813297376036644,
0.02188894711434841,
0.054110653698444366,
0.02098579704761505,
-0.03404812142252922,
-0.01417826022952795,
0.06143141910433769,
0.061830151826143265,
-0.041328124701976776,
-0.052666064351797104,
-0.06111142039299011,
0.002307445276528597,
-0.010426868684589863,
-0.0036862054839730263,
0.027924785390496254,
0.07112877070903778,
0.012744479812681675,
-0.027223896235227585,
0.02834966406226158,
0.02587476372718811,
-0.048825569450855255,
-0.02964865230023861,
-0.06861290335655212,
0.02506629377603531,
-0.06878210604190826,
0.08133216202259064,
0.015399600379168987,
-0.07867603003978729,
-0.03422146663069725,
0.044359736144542694,
-0.08788904547691345,
-0.028097957372665405,
0.06166407838463783,
0.06849074363708496,
0.06101074814796448,
0.0485135018825531,
0.07751442492008209,
0.004103502258658409,
0.03218544274568558,
-0.0729345977306366,
-0.036584168672561646,
-0.04537155479192734,
0.06606518477201462,
0.01631169579923153,
0.04621400311589241,
0.04167318344116211,
-0.07191344350576401,
-0.031567301601171494,
-0.11365282535552979,
-0.03970480337738991,
0.06161653250455856,
0.06448294967412949,
-0.033260952681303024,
-0.00042784324614331126,
-0.01481303945183754,
0.08166780322790146,
0.11289744079113007,
0.026385126635432243,
0.0646267831325531,
-0.05846245959401131,
-0.02339969016611576,
-0.04466669633984566,
0.0602647066116333,
-0.0035388111136853695,
-0.02238416112959385,
-0.020579403266310692,
0.04208388179540634,
-0.008945563808083534,
-0.06672774255275726,
0.02594447135925293,
-0.051395636051893234,
-0.046382345259189606,
-0.06309343874454498,
-0.047474395483732224,
0.034320324659347534,
-0.08826036751270294,
0.09104347974061966,
0.05949462950229645,
-0.033109597861766815,
0.07535012066364288,
-0.048687104135751724,
0.022212067618966103,
0.06261289119720459,
-0.04316212609410286,
-0.03234424069523811,
-0.06216801702976227,
-0.07760235667228699,
-0.06289283186197281,
0.0876406729221344,
0.07711687684059143,
-0.04505246877670288,
0.05209406092762947,
-0.03888389840722084,
0.09702606499195099,
-0.038856685161590576,
-0.045754868537187576,
0.031147940084338188,
0.05945407226681709,
-0.06708820164203644,
0.06532618403434753,
-0.08596042543649673,
-0.09436847269535065,
0.059288498014211655,
0.05843816697597504,
0.07329466193914413,
-0.05895869433879852,
-0.05038825049996376,
-0.011880000121891499,
-0.02628638781607151,
0.012862796895205975,
-0.0395512729883194,
0.07089293748140335,
-0.04892699792981148,
-0.04069359228014946,
-0.08682744950056076,
-0.02274845913052559,
-0.014272129163146019,
0.01540499646216631,
0.051413800567388535,
0.021278467029333115,
0.004044248256832361,
0.05387917160987854,
0.004523065406829119,
0.02320699580013752,
0.041970573365688324,
0.042794547975063324,
0.10851678997278214,
-0.004794790875166655,
-0.006657616700977087,
-0.024676097556948662,
-0.014026910066604614,
-0.08637002855539322,
0.05289933457970619,
-0.02022828906774521,
0.0691104605793953,
0.033456116914749146,
0.09374888241291046,
0.049274325370788574,
-0.05249503627419472,
0.06352268159389496,
0.0011035266797989607,
0.07400309294462204,
0.006617277394980192,
0.06870382279157639,
0.009767127223312855,
0.03449811413884163,
-0.04614938050508499,
-0.08128990232944489,
-0.04894080013036728,
0.014074229635298252,
0.063874252140522,
-0.04699504375457764,
-0.02816958725452423,
-0.065556600689888,
0.030149424448609352,
-0.015716997906565666,
-0.0034549597185105085,
0.036914974451065063,
0.021310551092028618,
-0.020846670493483543,
-0.021323388442397118,
-0.0971413105726242,
0.0253236535936594,
-0.04095625877380371,
0.08418455719947815,
-0.012664933688938618,
0.06449661403894424,
-0.06011326238512993,
0.0006370040937326849,
0.024087604135274887,
0.06129693239927292,
-0.06624710559844971,
-0.009940574876964092,
-0.03148484230041504,
0.0025191137101501226,
-0.06733143329620361,
-0.027222760021686554,
-0.05874498933553696,
0.035181742161512375,
0.06695103645324707,
-0.022538285702466965,
-0.048672955483198166,
0.020638294517993927,
-0.0493912436068058,
-0.04087807610630989,
-0.04943954944610596,
0.041992902755737305,
-0.07271955907344818,
0.017025865614414215,
0.04625094681978226,
0.04137001186609268,
-0.027512678876519203,
-0.06894228607416153,
-0.014780406840145588,
0.02249288186430931,
0.053787585347890854,
0.018273694440722466,
-0.013367041945457458,
0.026215417310595512,
-0.014726337976753712,
0.06732899695634842,
0.049580030143260956,
-0.1269841343164444,
-0.048915211111307144,
0.0545145608484745,
-0.04615819454193115,
-0.039663005620241165,
0.009053739719092846,
0.09157443046569824,
-0.02419237606227398,
0.07062888890504837,
0.0247601680457592,
-0.03449820354580879,
0.04259718209505081,
-0.07566894590854645,
-0.03043161891400814,
0.01748513989150524,
0.07245815545320511,
-0.01871614344418049,
-0.055914849042892456,
0.05329905450344086,
-0.05680423229932785,
-0.04323378577828407,
-0.060635633766651154,
-0.05904243886470795,
-0.007299649994820356,
-0.04871774837374687,
-0.020018188282847404,
0.0293606985360384,
0.018278148025274277,
-0.014868339523673058,
-0.046516258269548416,
-0.06725011020898819,
0.02621876262128353,
-0.05703815072774887,
0.06946772336959839,
-0.045159123837947845,
-0.0212261863052845,
0.037330035120248795,
-0.030085038393735886,
0.017253799363970757,
0.0618298277258873,
-0.04867052286863327,
-0.05087485536932945,
-0.0517520010471344,
-0.016953574493527412,
0.06679902225732803,
0.07502937316894531,
0.04371880367398262,
-0.06615382432937622,
0.03085710108280182,
0.03280084580183029,
-0.00387968379072845,
0.08855492621660233,
0.045572586357593536,
0.00911857932806015,
0.009037360548973083,
-0.02834225259721279,
-0.05921871215105057,
-0.04584677517414093,
-0.06206252798438072,
-0.07749494165182114,
0.03472524881362915,
0.019913772121071815,
-0.06098618730902672,
-0.0415039137005806,
-0.06039119139313698,
0.028745360672473907,
0.0807051807641983,
-0.009522718377411366,
-0.04364442452788353,
0.03426622226834297,
0.03802650049328804,
0.03181846812367439,
0.03240499272942543,
0.007506003603339195,
-0.02701098844408989,
-0.044591810554265976,
0.0636315569281578,
-0.01057394128292799,
-0.06000351533293724,
-0.011816399171948433,
-0.06868065893650055,
0.05321476235985756,
0.00553526496514678,
0.04802751913666725,
0.02335776388645172,
-0.01610868237912655,
0.051475416868925095,
-0.09728214889764786,
0.04982752352952957,
-0.013013603165745735,
-0.021083863452076912,
0.0429350882768631,
0.03189851716160774,
-0.06512802094221115,
0.01556982658803463,
0.0034565888345241547,
0.03525388613343239,
0.026926564052700996,
0.02293957769870758,
0.06328407675027847,
0.028466373682022095,
-0.053045548498630524,
-0.0617690235376358,
0.0779818594455719,
0.08970905840396881,
-0.049287404865026474,
0.025860093533992767,
-0.06393618136644363,
-0.04060462862253189,
-0.046489521861076355,
-0.10956627130508423,
-0.0056510064750909805,
-0.08485155552625656,
0.021830972284078598,
0.022465558722615242,
-0.053582239896059036,
-0.030139433220028877,
0.015812575817108154,
-0.014216912910342216,
0.03410444036126137,
-0.055201418697834015,
-0.06441453844308853,
0.08965232968330383,
-0.0825176015496254,
-0.0011326913954690099,
-0.016898276284337044,
0.0959262028336525,
-0.036056965589523315,
-0.09639015793800354,
0.01967395655810833,
-0.02276422269642353,
-0.027324475347995758,
0.03975849598646164,
-0.021008068695664406,
-0.05331830307841301,
0.07376597821712494,
-0.038322363048791885,
-0.06560051441192627,
0.04079485312104225,
0.08003385365009308,
-0.09194859117269516,
-0.01200819667428732,
0.06396081298589706,
-0.03536782041192055,
0.07382375746965408,
-0.03853657841682434,
-0.03530887886881828,
0.08574799448251724,
0.0454406663775444,
-0.03453986346721649,
-0.019144510850310326,
0.01718226447701454,
0.06337841600179672,
0.027298111468553543,
0.0957178995013237,
-0.012657555751502514,
0.012405838817358017,
0.046642303466796875,
-0.020969225093722343,
0.052612967789173126,
0.06247445568442345,
-0.05990639328956604,
0.02383672446012497,
-0.0235967468470335,
-0.08695755898952484,
0.0038430485874414444,
0.030641280114650726,
-0.0655059888958931,
-0.056355539709329605,
0.004901079926639795,
0.055291663855314255,
0.031249748542904854,
0.10482408851385117
] |
### What are Xmas Projects and are they essential to spawn superhuman
kindergartners?
Contrary to popular belief, our Xmas Projects are not related to the secret
ingredient with which this monkey called Jojo created the Powerpuff Girls.
Even though we haven’t — yet — been able to fully understand the chemistry of
that particular event, we do have a good understanding of the chemistry our
Xmas Projects bring about. And it’s worth writing a blogpost over.
Xmas Projects are hackathon-like projects in which people lay down their day-
to-day job for some time and get together out of common interest to explore
new tools, learn tech and make an impact! The first edition of the Xmas
Projects dates back to 2018 and have since been spanning the Christmas and New
Year period. Over time, the concept has become an integral part of the way of
working at ML6. | scraping/output/-2615541418613730807.txt | [
0.004382837098091841,
0.011310898698866367,
-0.058104123920202255,
-0.024698391556739807,
0.05825003236532211,
-0.029276741668581963,
0.025535160675644875,
0.024886423721909523,
0.07617883384227753,
0.00713469460606575,
0.03355468437075615,
0.017016420140862465,
0.03388242796063423,
-0.040691010653972626,
-0.025767629966139793,
0.02552543208003044,
0.06646912544965744,
-0.02308615855872631,
-0.03934827446937561,
-0.09003183245658875,
0.01620457135140896,
-0.004670228809118271,
0.010963644832372665,
0.024009428918361664,
0.07094252109527588,
0.02810334414243698,
-0.02657705917954445,
-0.014751331880688667,
0.05017120763659477,
-0.03005600906908512,
-0.011429685167968273,
-0.04063236713409424,
0.06113120913505554,
-0.06916779279708862,
0.0414557084441185,
0.015673963353037834,
-0.04284941405057907,
-0.07392779737710953,
0.027383511886000633,
-0.03990500792860985,
-0.004355377983301878,
0.01602507010102272,
0.06450742483139038,
0.004200794734060764,
0.04546709731221199,
0.07630115747451782,
-0.03635715693235397,
0.03645853325724602,
-0.035832297056913376,
-0.04430879279971123,
-0.0429195798933506,
0.04183626547455788,
0.03824678808450699,
0.05066116154193878,
0.03976481035351753,
-0.04908540099859238,
-0.07307179272174835,
-0.11446753144264221,
-0.07200750708580017,
0.028169985860586166,
0.06136980280280113,
-0.020872941240668297,
0.0014962591230869293,
-0.02981993369758129,
0.04920400306582451,
0.13480934500694275,
0.002721433760598302,
0.060367170721292496,
-0.06916017085313797,
-0.02195567823946476,
-0.01597573049366474,
0.07884098589420319,
0.0034378592390567064,
-0.021473471075296402,
0.029947351664304733,
0.008866646327078342,
-0.023537589237093925,
-0.07759907096624374,
0.025073911994695663,
-0.05706610158085823,
-0.08092912286520004,
-0.02462572418153286,
-0.0025433660484850407,
-0.017445987090468407,
-0.04158654063940048,
0.03420475125312805,
0.06839441508054733,
-0.04487752914428711,
0.06822702288627625,
-0.054772425442934036,
0.029321875423192978,
-0.012648133561015129,
-0.018083639442920685,
-0.03755345568060875,
-0.05010595545172691,
-0.0945453941822052,
-0.04072350636124611,
0.07243543118238449,
0.07070168107748032,
-0.05791806802153587,
0.0906132310628891,
-0.029361899942159653,
0.0839458554983139,
-0.08733515441417694,
-0.042688511312007904,
0.04000864177942276,
0.010395517572760582,
-0.053715284913778305,
0.07015247642993927,
-0.06897249817848206,
-0.08499039709568024,
0.0516684390604496,
0.10374902188777924,
0.0736255943775177,
-0.018299706280231476,
-0.052710745483636856,
-0.018198078498244286,
-0.06350135803222656,
0.00573545228689909,
-0.02898414060473442,
0.09696006774902344,
-0.04060656204819679,
-0.07757043093442917,
-0.09837885946035385,
0.0068534561432898045,
-0.04259490221738815,
0.009837189689278603,
0.030797963961958885,
0.022790461778640747,
0.021513719111680984,
-0.04360417649149895,
0.038997992873191833,
0.021059416234493256,
0.02911217510700226,
0.017461158335208893,
0.08480450510978699,
-0.06373842060565948,
-0.009345505386590958,
0.022386495023965836,
-0.05816036835312843,
-0.0749831423163414,
0.06424210220575333,
-0.03226108103990555,
0.09190336614847183,
0.09903207421302795,
0.06675850600004196,
0.08574618399143219,
-0.0647764578461647,
0.042400822043418884,
-0.0132908308878541,
0.07081415504217148,
0.02425829879939556,
0.054133351892232895,
0.05854395031929016,
0.06304506212472916,
-0.04382936656475067,
-0.06642215698957443,
-0.002010931493714452,
0.04926354065537453,
0.03818175569176674,
-0.07348338514566422,
-0.04711981862783432,
-0.047394946217536926,
-0.007841191254556179,
-0.08465509861707687,
-0.0031956981401890516,
-0.007376349531114101,
0.0686752051115036,
-0.008481013588607311,
-0.03482356667518616,
-0.08539770543575287,
0.07619250565767288,
-0.06530944257974625,
0.07431036233901978,
-0.02591201849281788,
0.08257059007883072,
-0.03149593248963356,
0.04414347931742668,
0.07148256152868271,
0.04778967425227165,
-0.02276546321809292,
0.005901206284761429,
-0.06967984139919281,
-0.0313432551920414,
-0.07826819270849228,
-0.05252309516072273,
-0.0657835453748703,
0.0028736721724271774,
0.10286246985197067,
-0.009594147093594074,
-0.028307806700468063,
0.018993522971868515,
-0.05880822613835335,
-0.020719069987535477,
-0.029224852100014687,
0.06099691987037659,
-0.010141040198504925,
0.04357173666357994,
0.037937819957733154,
0.05755578726530075,
-0.008919769898056984,
-0.07489011436700821,
0.021275892853736877,
0.04840850457549095,
0.0516684353351593,
-0.02131745032966137,
-0.07288776338100433,
0.0400407500565052,
-0.044565316289663315,
0.05600409582257271,
0.07065398246049881,
-0.06653733551502228,
-0.07585784792900085,
0.052748605608940125,
0.0023131670895963907,
-0.05517660081386566,
-0.010813558474183083,
0.05763125792145729,
-0.033224500715732574,
0.07123591005802155,
0.04371359199285507,
-0.018399281427264214,
0.0005429941811598837,
-0.08275049924850464,
-0.01585635356605053,
0.06617949157953262,
0.04116440936923027,
-0.07608027756214142,
-0.04550054669380188,
0.006452502682805061,
-0.03663266822695732,
-0.06678131222724915,
-0.056227777153253555,
-0.056036900728940964,
-0.012723180465400219,
-0.06751774251461029,
-0.04342605546116829,
0.039408065378665924,
0.039421383291482925,
-0.06352733075618744,
-0.06337470561265945,
-0.06909246742725372,
0.0468050017952919,
-0.04419752582907677,
0.046419836580753326,
-0.05052410811185837,
-0.043034713715314865,
0.018210412934422493,
-0.02480713091790676,
0.03560913726687431,
0.05780345946550369,
-0.04137277230620384,
-0.047764793038368225,
-0.04059837758541107,
-0.03186521306633949,
0.13084563612937927,
0.07118005305528641,
0.04855959489941597,
-0.04299856349825859,
0.026148280128836632,
0.01548302173614502,
-0.003244980936869979,
0.0883115604519844,
0.07075217366218567,
0.02828814834356308,
0.014106431975960732,
-0.03847677633166313,
-0.03415081277489662,
-0.002051413292065263,
-0.03261273354291916,
-0.06678896397352219,
0.014437220990657806,
0.028043219819664955,
-0.04415617138147354,
-0.015160148963332176,
-0.07848673313856125,
0.01479041762650013,
0.06643400341272354,
-0.03787741810083389,
-0.05786120519042015,
0.035322144627571106,
0.04324371740221977,
-0.010407284833490849,
0.05082730948925018,
0.017697710543870926,
-0.046302031725645065,
-0.009125093929469585,
0.09040708839893341,
0.011217668652534485,
-0.09970300644636154,
-0.03796731308102608,
-0.08093317598104477,
0.029292531311511993,
0.014574400149285793,
0.05154084786772728,
0.058945659548044205,
0.005191223695874214,
0.03483327478170395,
-0.0530061237514019,
0.033927951008081436,
-0.01740163564682007,
-0.054194774478673935,
0.038772258907556534,
0.0579332634806633,
-0.0411054827272892,
0.040298234671354294,
0.01191486045718193,
0.04644734412431717,
0.03908886760473251,
0.04763703793287277,
0.05422064661979675,
0.055715758353471756,
-0.031621962785720825,
-0.025197871029376984,
0.07140710204839706,
0.028290048241615295,
-0.03410463407635689,
0.08914107829332352,
-0.09492366760969162,
-0.04669104889035225,
-0.03388785570859909,
-0.07596488296985626,
-0.023277679458260536,
-0.08285880833864212,
0.005969297140836716,
0.050943247973918915,
-0.06457763910293579,
-0.04767385125160217,
0.037208933383226395,
-0.011442611925303936,
0.04003392159938812,
-0.05094023048877716,
-0.010304568335413933,
0.055673498660326004,
-0.06252475827932358,
-0.051540806889534,
0.01820475235581398,
0.053240563720464706,
-0.045691173523664474,
-0.03551516681909561,
-0.007066430523991585,
-0.012419707141816616,
-0.05653528869152069,
0.041507042944431305,
-0.04228623956441879,
-0.058939654380083084,
0.05296352133154869,
-0.04876289516687393,
-0.06823156028985977,
0.03167041763663292,
0.0820886492729187,
-0.05578479915857315,
0.011267762631177902,
0.0797257050871849,
-0.09041520953178406,
0.0576060526072979,
-0.026603635400533676,
-0.03094346821308136,
0.08253620564937592,
0.045895352959632874,
-0.050652336329221725,
0.01674024388194084,
-0.006871470715850592,
0.03566673398017883,
0.030606361106038094,
0.05955974757671356,
0.00010364663467044011,
0.02494899369776249,
0.04584958404302597,
-0.03134383261203766,
0.08692315965890884,
0.031957563012838364,
-0.057270195335149765,
0.0001022262658807449,
-0.037519264966249466,
-0.072453573346138,
-0.04655715078115463,
0.06197656691074371,
-0.06745701283216476,
-0.07046693563461304,
0.019156910479068756,
0.029601862654089928,
0.05312192440032959,
0.06258390843868256
] |
ML6 facilitates the necessary hardware/compute for the accepted Xmas Projects
to realise their ideas. And indeed — instead of taking holidays, a lot of
people actually prefer to work together with colleagues on these initiatives.
Each year, an increasing amount of work is being put into all of our Xmas
Projects, reaching another record of 230 manday equivalents in this last
edition! 🔥
### The process
To maximize the impact and minimize overhead or restrictions, we have
concretized all the necessary phases:
* 💡 Ideation
The ideas the Xmas Projects originate from are submitted by anyone during the
complete year building up to the Christmas period. The final deadline for the
ideation phase is by the end of November, typically.
| scraping/output/-2615541418613730807.txt | [
-0.017915116623044014,
-0.006539308466017246,
-0.06093704327940941,
-0.023247458040714264,
0.05234279856085777,
-0.03392396122217178,
-0.009336248971521854,
0.0624702125787735,
0.061601292341947556,
-0.008335783146321774,
0.025128232315182686,
0.036017801612615585,
0.049117546528577805,
-0.06895772367715836,
-0.0037059341557323933,
0.04540850594639778,
0.0558614507317543,
-0.04169509559869766,
-0.026312200352549553,
-0.07187852263450623,
-0.02320353500545025,
-0.0006147903040982783,
-0.019005678594112396,
0.016999537125229836,
0.08958660811185837,
0.022535257041454315,
-0.017646046355366707,
-0.016375843435525894,
0.047757819294929504,
-0.05127166956663132,
-0.027401505038142204,
-0.042864665389060974,
0.04612557590007782,
-0.035244911909103394,
0.02752877026796341,
0.018370572477579117,
-0.02506173402070999,
-0.05204237997531891,
0.030346212908625603,
-0.05068695917725563,
-0.015893086791038513,
0.03767547011375427,
0.04630456864833832,
0.0338931605219841,
0.04407871514558792,
0.04682381451129913,
-0.02741071581840515,
0.03381991386413574,
-0.06457450240850449,
-0.02200804091989994,
-0.02277487702667713,
0.0748893991112709,
0.043289992958307266,
0.04764905199408531,
0.0003921386960428208,
-0.049140624701976776,
-0.03344293311238289,
-0.1068042740225792,
-0.053348176181316376,
0.032444968819618225,
0.07323296368122101,
-0.013475273735821247,
-0.029173782095313072,
0.025821346789598465,
0.08096781373023987,
0.09404858946800232,
0.03911641612648964,
0.07640410214662552,
-0.06140923127532005,
-0.02610364928841591,
-0.03401872143149376,
0.06509029120206833,
-0.006216985173523426,
-0.05767452344298363,
0.017443589866161346,
0.020649369806051254,
-0.008589575067162514,
-0.0639631450176239,
0.008154806680977345,
-0.05610915645956993,
-0.07562198489904404,
-0.04131489247083664,
-0.026267528533935547,
0.017969612032175064,
-0.06578443199396133,
0.07824227213859558,
0.07019101828336716,
-0.028133375570178032,
0.06115683913230896,
-0.06869988888502121,
0.0650707483291626,
0.010763810016214848,
-0.0034750436898320913,
-0.05696652829647064,
-0.04293676093220711,
-0.0812775120139122,
-0.016875607892870903,
0.05462736263871193,
0.07868757843971252,
-0.06975677609443665,
0.04590384289622307,
-0.0471218079328537,
0.08321037143468857,
-0.10259714722633362,
-0.04895913973450661,
0.01893608085811138,
-0.0036331198643893003,
-0.06817454844713211,
0.072476327419281,
-0.06684764474630356,
-0.08020315319299698,
0.06594562530517578,
0.04016381874680519,
0.052191998809576035,
-0.027072524651885033,
-0.025828540325164795,
-0.04448437690734863,
-0.08387678861618042,
0.029319146648049355,
-0.0781632587313652,
0.1306181102991104,
-0.026826225221157074,
-0.06961052864789963,
-0.08567587286233902,
-0.0572127141058445,
-0.010100704617798328,
-0.014936932362616062,
0.05664452165365219,
0.0018176878802478313,
0.03382768854498863,
0.00019996156333945692,
0.04804237559437752,
0.06226015463471413,
0.04671001806855202,
0.05509161204099655,
0.08140043914318085,
-0.056090835481882095,
-0.014117640443146229,
-0.014313764870166779,
-0.04002702981233597,
-0.0698309913277626,
0.06335978209972382,
-0.03427629917860031,
0.077899269759655,
0.08041664958000183,
0.09466203302145004,
0.0916171669960022,
-0.08934134244918823,
0.04453011229634285,
-0.031276099383831024,
0.07756849378347397,
0.00352119910530746,
0.09211602807044983,
0.06337635964155197,
0.06909935176372528,
-0.0375635139644146,
-0.05546141415834427,
-0.0472991019487381,
0.019854696467518806,
0.07620184868574142,
-0.05019095912575722,
-0.034694261848926544,
-0.03707500174641609,
0.005195165518671274,
-0.045897942036390305,
0.0007521390216425061,
-0.003417986910790205,
0.03401191532611847,
-0.026622265577316284,
-0.03278715908527374,
-0.0659947618842125,
0.05452666059136391,
-0.04696141928434372,
0.0688425824046135,
-0.020057857036590576,
0.04312236234545708,
-0.033634983003139496,
0.012990444898605347,
0.07390027493238449,
0.07406116276979446,
-0.07722029089927673,
0.005606523249298334,
-0.058263443410396576,
-0.01437223982065916,
-0.048676855862140656,
-0.004314481280744076,
-0.021801836788654327,
0.005572671070694923,
0.053842946887016296,
-0.025450142100453377,
-0.004235549829900265,
0.02993057481944561,
-0.03254322335124016,
-0.05485868826508522,
-0.03476334735751152,
0.07334207743406296,
-0.01919776014983654,
0.011801106855273247,
0.034664325416088104,
0.03571761026978493,
-0.009572475217282772,
-0.06312117725610733,
0.04309950768947601,
0.022610316053032875,
0.03088642843067646,
-0.004273234400898218,
-0.03351745754480362,
0.060645923018455505,
-0.020479410886764526,
0.07300464063882828,
0.05203813314437866,
-0.054528579115867615,
-0.08671340346336365,
0.03469068557024002,
0.018735626712441444,
-0.048660632222890854,
-0.0031151059083640575,
0.07358480989933014,
-0.02332412824034691,
0.06564996391534805,
0.045542359352111816,
-0.0015957066789269447,
0.06568743288516998,
-0.0979490876197815,
-0.06697451323270798,
0.05782637372612953,
0.08646979182958603,
-0.055024757981300354,
-0.04558867588639259,
0.030046524479985237,
-0.04134289547801018,
-0.04007703438401222,
-0.02739161252975464,
-0.0837925598025322,
0.00020087644224986434,
-0.0732937678694725,
-0.02803799696266651,
0.04388350620865822,
0.04516192525625229,
-0.07282683253288269,
-0.0696573257446289,
-0.05322449281811714,
0.02330641821026802,
-0.033080074936151505,
0.0755886361002922,
-0.02871140092611313,
-0.062074076384305954,
0.014819290488958359,
-0.022456053644418716,
0.009602218866348267,
0.054204124957323074,
-0.03071250207722187,
-0.06763499975204468,
-0.0648801177740097,
-0.053901735693216324,
0.0885133147239685,
0.037159159779548645,
0.04598773270845413,
-0.06588471680879593,
0.046160779893398285,
-0.02658791095018387,
0.0039167641662061214,
0.10435532033443451,
0.0527043491601944,
0.003086329437792301,
0.002544471761211753,
-0.038482267409563065,
-0.018985746428370476,
-0.03610813990235329,
-0.03320124000310898,
-0.09077798575162888,
0.03311585634946823,
0.008599747903645039,
-0.04773174226284027,
-0.043264102190732956,
-0.06358661502599716,
0.015995211899280548,
0.06717348843812943,
-0.03948325291275978,
-0.033730413764715195,
0.06334555149078369,
0.024822277948260307,
-0.0015790637116879225,
0.03685722127556801,
-0.03359533101320267,
-0.04114001616835594,
-0.0018094595288857818,
0.07634024322032928,
-0.003694959217682481,
-0.04424425587058067,
-0.0340556763112545,
-0.06854943186044693,
0.022841623052954674,
0.03120066225528717,
0.08503461629152298,
0.04456428810954094,
-0.016547542065382004,
0.04525396227836609,
-0.0574101023375988,
0.023390349000692368,
-0.029099397361278534,
-0.0272535253316164,
0.06544847041368484,
0.05402541160583496,
-0.07732027024030685,
0.023932093754410744,
0.0017724934732541442,
0.037194155156612396,
0.04445280879735947,
0.04406539723277092,
0.03731956332921982,
0.036184072494506836,
-0.024381490424275398,
-0.029666714370250702,
0.08388829976320267,
0.05802977457642555,
-0.024434495717287064,
0.06353054940700531,
-0.07727447897195816,
-0.046840403228998184,
-0.08230680227279663,
-0.09382277727127075,
-0.013226544484496117,
-0.06775834411382675,
0.054041534662246704,
0.05796677619218826,
-0.05162206292152405,
-0.042774271219968796,
0.022512730211019516,
-0.03704482689499855,
0.02831646427512169,
-0.06054964289069176,
-0.06462858617305756,
0.0733327865600586,
-0.058595072478055954,
-0.04687025398015976,
-0.0077646286226809025,
0.08368965983390808,
-0.05768938362598419,
-0.037429388612508774,
0.025083402171730995,
-0.03161089867353439,
-0.03950536996126175,
0.03456851467490196,
-0.060360364615917206,
-0.0439642108976841,
0.051108065992593765,
-0.0022499889601022005,
-0.05718984454870224,
0.036439377814531326,
0.10452963411808014,
-0.07442406564950943,
0.007059880997985601,
0.06018342822790146,
-0.07309363782405853,
0.0902353823184967,
-0.05591451749205589,
-0.042337268590927124,
0.0938054546713829,
0.0516071654856205,
-0.07196594774723053,
-0.006250083912163973,
0.019554613158106804,
0.057917334139347076,
0.05295955017209053,
0.018790630623698235,
0.00465893279761076,
0.0007900645723566413,
-0.006496742367744446,
-0.018930694088339806,
0.08642081171274185,
0.04562234506011009,
-0.04972930997610092,
0.021390708163380623,
-0.056491557508707047,
-0.08397449553012848,
0.0022285471204668283,
0.047468993812799454,
-0.07381536811590195,
-0.07311096787452698,
0.02936607599258423,
0.05351833254098892,
0.02754359506070614,
0.07404665648937225
] |
* 🗣️ Pitching
At the start of December, The “Xmas Projects working group” gets together to
apply a touch of curation by trying to find synergies to combine ideas, or
tweak the scope of the proposed applications. The people who submitted these
curated ideas are potential Xmas Project leads and need to pitch their idea to
the whole organisation to get ‘funding’ and convince colleagues to work on
their projects!
* ✉️ Voting
By the end of the second week of December, it’s up to everyone else to make a
personal top 5 of the pitched projects.
* 👪 Allocation
Based on the responses, hardware availability and the needs of the Xmas
Project, it’s up to the Xmas Projects working group to puzzle people and Xmas
Projects accordingly!
| scraping/output/-2615541418613730807.txt | [
0.010461978614330292,
-0.02953449636697769,
-0.03970980644226074,
-0.010069339536130428,
0.06729207187891006,
-0.013539034873247147,
0.024003855884075165,
0.024314412847161293,
0.05862080678343773,
0.0001785913045750931,
0.058404795825481415,
0.03592754155397415,
0.046091124415397644,
-0.06503692269325256,
0.003996977116912603,
0.040524888783693314,
0.05111466720700264,
-0.05356887727975845,
-0.02314024791121483,
-0.07907400280237198,
0.002275307895615697,
-0.0017590022180229425,
0.0016342278104275465,
0.027964219450950623,
0.06998572498559952,
0.010297751985490322,
-0.047299131751060486,
-0.03124057874083519,
0.041876472532749176,
-0.04354041814804077,
-0.056630562990903854,
-0.06745858490467072,
0.05534062534570694,
-0.06401745229959488,
0.06670297682285309,
0.0031104963272809982,
-0.04822603240609169,
0.0016841412289068103,
0.025174487382173538,
-0.0590154267847538,
-0.035274941474199295,
0.010410896502435207,
0.03625202178955078,
0.05596764385700226,
0.0647367388010025,
0.08699502050876617,
-0.02501215972006321,
0.00888883788138628,
-0.048665642738342285,
-0.023364529013633728,
-0.013879114761948586,
0.040672704577445984,
0.037963174283504486,
0.013573468662798405,
0.009223895147442818,
-0.02413678541779518,
-0.04472268372774124,
-0.09479252249002457,
-0.0166983213275671,
0.019117027521133423,
0.0492364801466465,
-0.02138487994670868,
-0.01025121845304966,
-0.006227202247828245,
0.09017325192689896,
0.10439326614141464,
0.01167314313352108,
0.02956128865480423,
-0.04620828106999397,
0.005536179523915052,
-0.06966030597686768,
0.054607655853033066,
0.027160806581377983,
-0.010252250358462334,
0.009191295132040977,
0.02869969978928566,
0.04009515792131424,
-0.08346125483512878,
0.03710321709513664,
-0.024125654250383377,
-0.0788496732711792,
-0.03674720227718353,
-0.003651130711659789,
0.03851142153143883,
-0.050581879913806915,
0.016274869441986084,
0.053893011063337326,
-0.05109661817550659,
0.050810813903808594,
-0.028478287160396576,
0.021591734141111374,
0.027534177526831627,
-0.021968502551317215,
-0.03844451159238815,
-0.035420291125774384,
-0.08533070981502533,
-0.03015846200287342,
0.08975985646247864,
0.08826850354671478,
-0.03592148423194885,
0.07687181234359741,
-0.032003846019506454,
0.0757543295621872,
-0.10218383371829987,
-0.023557499051094055,
0.03135686367750168,
0.017319608479738235,
-0.04216581955552101,
0.05404820665717125,
-0.06634149700403214,
-0.10694155097007751,
0.04060240462422371,
0.06447426229715347,
0.05927812308073044,
-0.027228545397520065,
-0.045452624559402466,
-0.03521819785237312,
-0.08663291484117508,
0.017651494592428207,
-0.06932076066732407,
0.11817191541194916,
-0.026682330295443535,
-0.06395723670721054,
-0.09690273553133011,
-0.053673334419727325,
-0.03067515231668949,
-0.018125975504517555,
0.040837060660123825,
-0.002706787781789899,
0.03349440544843674,
0.025448603555560112,
0.04257385432720184,
0.053758926689624786,
0.04116591438651085,
0.06300535798072815,
0.11221303045749664,
-0.06973213702440262,
-0.009190327487885952,
0.021489925682544708,
-0.030373461544513702,
-0.08169642090797424,
0.06954163312911987,
0.009422140195965767,
0.056574929505586624,
0.0661436915397644,
0.07988156378269196,
0.10502573847770691,
-0.04973344877362251,
0.03653765469789505,
0.007947235368192196,
0.07681740075349808,
-0.036233361810445786,
0.07008322328329086,
0.06440147012472153,
0.05615043640136719,
-0.039272699505090714,
-0.041399113833904266,
-0.004988419823348522,
0.026773761957883835,
0.07894464582204819,
-0.062396541237831116,
-0.049490734934806824,
-0.04834362119436264,
-0.003995388280600309,
-0.061083126813173294,
-0.009675916284322739,
0.024805143475532532,
0.05622941628098488,
-0.02474416419863701,
-0.06314848363399506,
-0.0964500829577446,
0.05833939090371132,
-0.054374899715185165,
0.07673760503530502,
0.012815669178962708,
0.08488393574953079,
-0.04942721128463745,
0.010980157181620598,
0.045258186757564545,
0.046999819576740265,
-0.05481026694178581,
-0.0159955732524395,
-0.05841778591275215,
0.005439335480332375,
-0.05108855664730072,
-0.04226980358362198,
-0.06062068045139313,
0.015274238772690296,
0.029159758239984512,
-0.04050178825855255,
0.018359435722231865,
0.02258053794503212,
-0.074483722448349,
-0.04316039755940437,
-0.06097077950835228,
0.035010721534490585,
-0.03083271160721779,
0.034664932638406754,
0.05221400037407875,
-0.002300763037055731,
-0.0489717498421669,
-0.05397117882966995,
0.057706039398908615,
0.006840622518211603,
0.03962666168808937,
0.01762024685740471,
-0.04778524488210678,
0.05360729992389679,
-0.018327977508306503,
0.06168724223971367,
0.06620726734399796,
-0.08184705674648285,
-0.06311017274856567,
0.05419287458062172,
0.013416683301329613,
-0.02434036135673523,
-0.010700346902012825,
0.10267703235149384,
-0.031169405207037926,
0.0604860782623291,
0.056168414652347565,
-0.025245297700166702,
0.028632458299398422,
-0.09628994762897491,
-0.028921179473400116,
0.0398191437125206,
0.039881110191345215,
-0.06424833089113235,
-0.07356163114309311,
0.001052218140102923,
-0.03026401996612549,
-0.05105171725153923,
-0.05962194502353668,
-0.07205838710069656,
-0.009740205481648445,
-0.007445878349244595,
-0.0305797066539526,
0.04378681629896164,
0.03872824087738991,
-0.08195063471794128,
-0.04797973856329918,
-0.05655067786574364,
0.0028684651479125023,
-0.06320280581712723,
0.06492386758327484,
-0.04594266414642334,
-0.027437640354037285,
0.026292037218809128,
-0.04595563933253288,
0.0008661821484565735,
0.0256778746843338,
-0.06345287710428238,
-0.05872068926692009,
-0.0885353684425354,
-0.044023673981428146,
0.10982153564691544,
0.04213913902640343,
0.05243463069200516,
-0.05893872678279877,
0.04696764796972275,
-0.006807912606745958,
-0.023636609315872192,
0.09080911427736282,
0.006722704973071814,
0.009483459405601025,
0.010204004123806953,
-0.05747675895690918,
-0.013028779067099094,
-0.020522169768810272,
-0.06119314208626747,
-0.034556593745946884,
0.038934048265218735,
0.013826298527419567,
-0.07084482908248901,
-0.07097944617271423,
-0.07231777906417847,
0.013453200459480286,
0.040811680257320404,
-0.06843765079975128,
-0.027057025581598282,
0.06065399944782257,
-0.0017429015133529902,
0.006159254815429449,
0.09163384139537811,
0.03379501402378082,
-0.025297291576862335,
-0.00905988086014986,
0.08796665072441101,
-0.014295375905930996,
-0.03840389847755432,
-0.05568355694413185,
-0.09555548429489136,
0.04248849302530289,
0.0035021055955439806,
0.06510479003190994,
0.0501684844493866,
0.0018400410190224648,
0.046118900179862976,
-0.07484453916549683,
0.022226469591259956,
-0.008963894098997116,
-0.02463802509009838,
0.04667415842413902,
0.04123402759432793,
-0.07959834486246109,
0.0355335958302021,
0.007919295690953732,
0.046089500188827515,
0.010954710654914379,
0.04440901055932045,
0.05657152831554413,
0.07062873989343643,
0.005420258268713951,
-0.030828308314085007,
0.096926249563694,
0.051937926560640335,
-0.03019745461642742,
0.0415564700961113,
-0.10293255001306534,
-0.046089012175798416,
-0.08699684590101242,
-0.10197023302316666,
-0.011842386797070503,
-0.05000372231006622,
0.013681154698133469,
0.08349993824958801,
-0.05833064019680023,
-0.04156764596700668,
0.03595161437988281,
-0.008010820485651493,
0.06602632254362106,
-0.07782679796218872,
-0.06512780487537384,
0.029275137931108475,
-0.08190423250198364,
-0.055721163749694824,
0.03479355201125145,
0.047804683446884155,
-0.07888312637805939,
-0.05165645852684975,
-0.002095053903758526,
-0.05529073625802994,
-0.0264038797467947,
0.05098652467131615,
-0.06276847422122955,
-0.028401607647538185,
0.07333290576934814,
-0.007887949235737324,
-0.051417525857686996,
0.018034132197499275,
0.11954522877931595,
-0.06555864214897156,
-0.0010976474732160568,
0.06727095693349838,
-0.035839974880218506,
0.08477320522069931,
-0.05307387933135033,
-0.02176898904144764,
0.04693290963768959,
0.05327286198735237,
-0.028592513874173164,
0.030862806364893913,
0.006312564946711063,
0.03880036249756813,
0.051091451197862625,
0.04834141582250595,
-0.026485666632652283,
0.01923210732638836,
0.0325138233602047,
-0.038833051919937134,
0.07902514934539795,
0.07095509767532349,
-0.024496471509337425,
0.015979712828993797,
-0.0361105278134346,
-0.04702481999993324,
-0.028787704184651375,
0.07744412124156952,
-0.06661804020404816,
-0.05505065992474556,
0.030831079930067062,
0.025318268686532974,
0.046864066272974014,
0.06101863458752632
] |
* 👪 Allocation
Based on the responses, hardware availability and the needs of the Xmas
Project, it’s up to the Xmas Projects working group to puzzle people and Xmas
Projects accordingly!
* 🏁 Actual building
In the most recent edition, we kicked off the Xmas Projects on the 24th of
December. The Xmas Projects leads have made sure that the teams are informed
and completed the necessary steps to hit the ground running. The goal is to
come up with a practical outcome by the end of the Xmas Project period, which
lasted until the 3rd of January this year!
* 🧐 Demo
During ML6' New Year’s Event, which is always hosted on the first Friday the
year, every Xmas Project team presents the context, goals, way of working,
learnings, — and of course — the demo!
| scraping/output/-2615541418613730807.txt | [
-0.015105899423360825,
-0.0027030319906771183,
-0.060661010444164276,
-0.01126965880393982,
0.07483915984630585,
-0.029281819239258766,
0.0072144255973398685,
0.04827339947223663,
0.06662077456712723,
-0.02612554095685482,
0.046374768018722534,
0.05962398275732994,
0.03306886553764343,
-0.0496567077934742,
-0.008303454145789146,
0.05291371792554855,
0.03830612078309059,
-0.0552375353872776,
-0.026700085029006004,
-0.08804464340209961,
0.021810244768857956,
-0.004673945717513561,
-0.009883327409625053,
0.039089400321245193,
0.07809498906135559,
0.010239999741315842,
-0.057619862258434296,
-0.01535168569535017,
0.02302972786128521,
-0.0353323295712471,
-0.025806795805692673,
-0.07503502070903778,
0.043891895562410355,
-0.060933709144592285,
0.06221836432814598,
0.0018521181773394346,
-0.038842834532260895,
-0.03417818248271942,
0.040366675704717636,
-0.05552127584815025,
-0.026410281658172607,
0.0300211813300848,
0.031449075788259506,
0.04848720505833626,
0.041922762989997864,
0.04701923578977585,
-0.04346097633242607,
0.022334612905979156,
-0.05382522568106651,
-0.031441912055015564,
-0.024037672206759453,
0.0745004415512085,
0.051410820335149765,
-0.026306472718715668,
0.026393208652734756,
-0.05977302044630051,
-0.05440714582800865,
-0.10030552744865417,
-0.06736452877521515,
0.036055613309144974,
0.07551657408475876,
-0.017246784642338753,
-0.01683744043111801,
-0.0025570003781467676,
0.06944349408149719,
0.08098652213811874,
0.030792323872447014,
0.026757247745990753,
-0.07072167843580246,
-0.0403960682451725,
-0.03408189117908478,
0.04683680459856987,
0.0022458008024841547,
-0.016045138239860535,
0.007203918416053057,
0.016952747479081154,
-0.00045051341294310987,
-0.05596332624554634,
0.045577581971883774,
-0.014715051278471947,
-0.06883560121059418,
-0.01822824217379093,
-0.02416965737938881,
0.006417871452867985,
-0.06120619177818298,
0.06667503714561462,
0.05787389725446701,
-0.02478497475385666,
0.07543684542179108,
-0.053615301847457886,
0.058586835861206055,
0.017591381445527077,
-0.00976724922657013,
-0.035467930138111115,
-0.026517391204833984,
-0.09194577485322952,
-0.03298075869679451,
0.08114443719387054,
0.10111107677221298,
-0.06357938796281815,
0.04068434610962868,
-0.10725021362304688,
0.09544429928064346,
-0.10841403901576996,
-0.025451069697737694,
0.05176422744989395,
0.024555038660764694,
-0.05349992215633392,
0.017222832888364792,
-0.09614928066730499,
-0.08828441798686981,
0.01575278863310814,
0.06142989918589592,
0.05131746083498001,
-0.027122989296913147,
-0.006352807395160198,
-0.019368596374988556,
-0.06433457881212234,
0.033229563385248184,
-0.0579552948474884,
0.128482848405838,
-0.05036434158682823,
-0.07802984863519669,
-0.08171883225440979,
-0.06596043705940247,
-0.01834515482187271,
-0.025447271764278412,
0.04622147977352142,
0.01946396566927433,
0.06101527810096741,
0.024544967338442802,
0.02667502500116825,
0.05169238895177841,
0.05839432030916214,
0.06136709451675415,
0.08966853469610214,
-0.08744156360626221,
0.003295825095847249,
0.00017005621339194477,
-0.02590893767774105,
-0.0450456403195858,
0.06070982664823532,
0.011373139917850494,
0.05491265282034874,
0.06605049222707748,
0.07285431772470474,
0.09770140796899796,
-0.05623334273695946,
0.06725771725177765,
-0.007477515377104282,
0.07456941157579422,
-0.030386988073587418,
0.0736837089061737,
0.0636422336101532,
0.040188658982515335,
-0.0494474396109581,
-0.04786015674471855,
-0.04580356925725937,
0.048552464693784714,
0.0725007876753807,
-0.057569026947021484,
-0.02627996914088726,
-0.059582166373729706,
-0.00653384393081069,
-0.036998577415943146,
-0.009251203387975693,
0.00520580168813467,
0.044884562492370605,
-0.03664914146065712,
-0.06090502068400383,
-0.09676587581634521,
0.0531458705663681,
-0.05503968149423599,
0.07812947034835815,
-0.03193552792072296,
0.045100048184394836,
-0.04205157235264778,
0.017229178920388222,
0.0610622838139534,
0.03736840933561325,
-0.07525841891765594,
0.007361688185483217,
-0.1041308343410492,
-0.037989068776369095,
-0.06537862122058868,
-0.007567875552922487,
-0.060358792543411255,
0.032702647149562836,
0.03294597566127777,
-0.021117541939020157,
-0.003766859881579876,
0.05233433097600937,
-0.03230852633714676,
-0.048576660454273224,
-0.00580919673666358,
0.06171359494328499,
-0.037916626781225204,
0.04267239570617676,
0.034843724220991135,
0.015764269977808,
-0.013221929781138897,
-0.04010546952486038,
0.0417209193110466,
0.002887729788199067,
0.03879349306225777,
0.02345384657382965,
-0.021607529371976852,
0.05750472471117973,
-0.005198286846280098,
0.04997427761554718,
0.034994740039110184,
-0.05610589310526848,
-0.04543149843811989,
0.03549550101161003,
-0.03750916197896004,
-0.022493451833724976,
0.010820640251040459,
0.0897633507847786,
-0.016775015741586685,
0.0903276801109314,
0.04093177244067192,
-0.031162209808826447,
0.048951249569654465,
-0.09247972071170807,
-0.03435910865664482,
0.07921585440635681,
0.06850095093250275,
-0.05643673241138458,
-0.05389256030321121,
0.027471337467432022,
-0.02593710832297802,
-0.06110415235161781,
-0.04164808616042137,
-0.05749904736876488,
-0.033928245306015015,
-0.04850338026881218,
-0.003791260765865445,
0.03448028862476349,
0.05466381460428238,
-0.08353646844625473,
-0.06316368281841278,
-0.03355952352285385,
0.01767657697200775,
-0.03582180663943291,
0.05798688158392906,
-0.06084633246064186,
-0.06382649391889572,
0.02574675716459751,
-0.038730695843696594,
0.04257074370980263,
0.026841454207897186,
-0.014566108584403992,
-0.06130775809288025,
-0.06950265914201736,
-0.030183294788002968,
0.11143685132265091,
0.0530049130320549,
0.07908271253108978,
-0.0490567572414875,
0.028231829404830933,
-0.005558719392865896,
-0.017431244254112244,
0.06928782910108566,
0.035055313259363174,
0.018566330894827843,
0.001595733338035643,
-0.01973681151866913,
-0.05413325875997543,
-0.035562776029109955,
-0.042681436985731125,
-0.08673038333654404,
0.04333369806408882,
0.00972324050962925,
-0.05066467076539993,
-0.06499262899160385,
-0.05145546793937683,
0.023473691195249557,
0.06648457795381546,
-0.05086185410618782,
-0.016995543614029884,
0.06970226019620895,
0.030953960493206978,
0.03203127533197403,
0.05371776968240738,
0.014568100683391094,
-0.03665994852781296,
-0.031025733798742294,
0.07891395688056946,
-0.016732195392251015,
-0.05922306701540947,
-0.0510401614010334,
-0.05416663736104965,
0.04884280264377594,
0.028063973411917686,
0.068517304956913,
0.015368550084531307,
-0.023287195712327957,
0.0825028121471405,
-0.05045453459024429,
0.054295219480991364,
-0.007767557632178068,
-0.04814676567912102,
0.027656588703393936,
0.05451928451657295,
-0.07386178523302078,
0.04889366403222084,
0.00011562126746866852,
0.019613895565271378,
0.018726704642176628,
0.08073021471500397,
0.03752969950437546,
0.07041450589895248,
-0.019758503884077072,
-0.03555481508374214,
0.1028558760881424,
0.07505950331687927,
-0.026762671768665314,
0.061709582805633545,
-0.09470129758119583,
-0.04562363773584366,
-0.06774099171161652,
-0.08257248997688293,
-0.00624530203640461,
-0.05758139118552208,
0.0521571971476078,
0.06590165942907333,
-0.08109147101640701,
-0.03471146523952484,
0.0415065661072731,
-0.01668340340256691,
0.03503073379397392,
-0.05806295573711395,
-0.04880675673484802,
0.06895571202039719,
-0.08560551702976227,
-0.04653678089380264,
0.003633431624621153,
0.046736571937799454,
-0.058940015733242035,
-0.038219619542360306,
0.0027722858358174562,
-0.022777942940592766,
-0.05729987099766731,
0.040296901017427444,
-0.05455116927623749,
-0.059892602264881134,
0.08360201865434647,
0.005412038415670395,
-0.05422292649745941,
0.02159242331981659,
0.09882120043039322,
-0.07609917223453522,
0.02607625536620617,
0.07707760483026505,
-0.05241993069648743,
0.062316443771123886,
-0.05374496057629585,
-0.03250349313020706,
0.0798485279083252,
0.0710359588265419,
-0.06016458198428154,
0.009229160845279694,
0.0011053521884605289,
0.019163599237799644,
0.0282428078353405,
0.02010512351989746,
-0.007624633144587278,
-0.005897100083529949,
0.035269007086753845,
-0.024072660133242607,
0.09154670685529709,
0.03093034401535988,
-0.04034040868282318,
-0.007758882828056812,
-0.05003230273723602,
-0.0920419692993164,
-0.027779612690210342,
0.02487141452729702,
-0.055658970028162,
-0.03962387144565582,
0.023301243782043457,
0.02519599348306656,
0.03516160696744919,
0.0655682384967804
] |
* 🚀 Integration/Followup
The Xmas Projects working group and chapters (=research groups) come together
after the demo’s to see if and how we can extend functionality and/or scale up
solutions, be it for our own marketing campaigns, to continue helping the non-
profit organisations we were partnering up with, or simply to continue
innovating and learn stuff along the way!
These Xmas Projects are in many cases the fertile soil our appealing
internships are born from. Interested? Have a look at our internship/thesis
landing page!
### Benefits
As you might have guessed by now, Xmas Projects involve a substantial
investment of people, time and resources.
Of course, we never do something without a reason 😉. Over the years we’ve seen
that there are quite a number of benefits linked to this initiative!
| scraping/output/-2615541418613730807.txt | [
0.00820406898856163,
-0.012286324985325336,
-0.05443893000483513,
-0.015873195603489876,
0.09980396181344986,
0.0006441939040087163,
0.042343877255916595,
0.05369053781032562,
0.06816190481185913,
-0.02100186049938202,
0.026993731036782265,
0.04533661901950836,
0.04378179460763931,
-0.03159163519740105,
0.0057519241236150265,
0.01768925040960312,
0.05083061009645462,
-0.08075936883687973,
-0.03743806108832359,
-0.09221642464399338,
-0.0324983149766922,
-0.01512201689183712,
-0.005178350489586592,
0.022786065936088562,
0.05640317499637604,
0.0664450004696846,
-0.03846246749162674,
-0.023795153945684433,
0.050588615238666534,
-0.07213328033685684,
-0.05940062552690506,
-0.06360474973917007,
0.03396317735314369,
-0.05270259082317352,
0.06026644632220268,
0.0139878299087286,
-0.012635480612516403,
-0.012563084252178669,
0.054845258593559265,
-0.06199032440781593,
-0.010431276634335518,
0.023464906960725784,
0.027849650010466576,
0.03705540671944618,
0.034551043063402176,
0.05517527088522911,
-0.031767986714839935,
0.024457640945911407,
-0.02605324797332287,
-0.047910138964653015,
-0.05417691916227341,
0.056278496980667114,
0.0016413041157647967,
0.058364398777484894,
0.016968226060271263,
-0.0382511168718338,
-0.055737778544425964,
-0.07630154490470886,
-0.03819555789232254,
0.01145395077764988,
0.052920371294021606,
0.004646291956305504,
-0.0005021024844609201,
0.002111927606165409,
0.07265747338533401,
0.08987720310688019,
0.015621487982571125,
0.024784348905086517,
-0.06828092038631439,
-0.019423028454184532,
-0.06628797948360443,
0.07239958643913269,
0.008354809135198593,
-0.03561169281601906,
-0.0009223949746228755,
0.03626663610339165,
0.0010658710962161422,
-0.09029196947813034,
0.043901119381189346,
-0.01904669962823391,
-0.06293591111898422,
-0.025756143033504486,
-0.01774316281080246,
0.033294644206762314,
-0.04386083781719208,
0.03714679554104805,
0.060973577201366425,
-0.03678693249821663,
0.040743980556726456,
-0.022053947672247887,
0.03372116759419441,
0.007803605869412422,
-0.04614482820034027,
-0.056162912398576736,
-0.039880745112895966,
-0.07517874985933304,
-0.016120370477437973,
0.08137556910514832,
0.07870236784219742,
-0.0749926045536995,
0.08619382977485657,
-0.05217823013663292,
0.08501847833395004,
-0.07650968432426453,
-0.04710979387164116,
0.06598956882953644,
0.017788181081414223,
-0.06606271117925644,
0.05609077215194702,
-0.04617730528116226,
-0.09746167063713074,
0.053976163268089294,
0.07995008677244186,
0.08662556856870651,
-0.0338406041264534,
-0.04596497491002083,
-0.0320284403860569,
-0.05823971703648567,
0.04362524300813675,
-0.036953046917915344,
0.10123775154352188,
-0.046883273869752884,
-0.04436164349317551,
-0.06289642304182053,
-0.06645084917545319,
-0.019568216055631638,
-0.02147790417075157,
0.03524700179696083,
-0.009101091884076595,
0.008719914592802525,
-0.0010751030640676618,
0.05838020518422127,
0.0582357794046402,
0.02329029142856598,
0.05753178894519806,
0.11421118676662445,
-0.08576338738203049,
0.007351031992584467,
-0.015035426244139671,
-0.00926386658102274,
-0.04723146930336952,
0.06940047442913055,
0.0001492514566052705,
0.10153905302286148,
0.10176840424537659,
0.05419614911079407,
0.08694418519735336,
-0.0471000000834465,
0.07237833738327026,
-0.005880782846361399,
0.07191144675016403,
0.001781056053005159,
0.02966921590268612,
0.052487246692180634,
0.04639216139912605,
-0.06281764805316925,
-0.03117367997765541,
-0.0025408114306628704,
0.03744812682271004,
0.06227013096213341,
-0.0749908983707428,
-0.022146325558423996,
-0.05035148933529854,
0.025404544547200203,
-0.03627489134669304,
-0.018607445061206818,
-0.0017830469878390431,
0.02688770368695259,
0.009929507039487362,
-0.033123984932899475,
-0.07350330799818039,
0.10035741329193115,
-0.02130899578332901,
0.07708967477083206,
0.0001473610900575295,
0.0680311992764473,
-0.057453855872154236,
0.0465238019824028,
0.05795411393046379,
0.021972866728901863,
-0.051236603409051895,
-0.0018851525383070111,
-0.09856630116701126,
-0.03968093544244766,
-0.11090438067913055,
-0.03611556440591812,
-0.09926542639732361,
-0.018799399957060814,
0.07358697801828384,
-0.05723140761256218,
-0.0006556018488481641,
0.023472560569643974,
-0.03958858922123909,
-0.03298982232809067,
-0.04455654323101044,
0.05356539413332939,
-0.02853744477033615,
0.037138476967811584,
0.03866390883922577,
0.016766969114542007,
-0.03212752565741539,
-0.04576971381902695,
0.02381052076816559,
-0.012624711729586124,
0.05370202288031578,
0.025258326902985573,
-0.03567778691649437,
0.032126519829034805,
-0.012899515219032764,
0.07803855836391449,
0.0424874871969223,
-0.04145807400345802,
-0.06793776899576187,
0.016671832650899887,
-0.013789968565106392,
-0.02779667265713215,
-0.018483303487300873,
0.08166392892599106,
-0.03154721111059189,
0.055720966309309006,
0.060802094638347626,
-0.04012201726436615,
0.03601033240556717,
-0.09075012803077698,
-0.00906344037503004,
0.011065284721553326,
0.06728924065828323,
-0.056307464838027954,
-0.06557395309209824,
0.023765217512845993,
-0.03849990293383598,
-0.04287751764059067,
-0.035987917333841324,
-0.050419215112924576,
-0.0151854008436203,
-0.06002998724579811,
-0.031405482441186905,
0.04314590245485306,
0.048874251544475555,
-0.06077837571501732,
-0.08814709633588791,
-0.042959362268447876,
0.034340325742959976,
-0.04808392748236656,
0.028023963794112206,
-0.02739836648106575,
-0.02508445642888546,
-0.010263216681778431,
-0.013050426729023457,
0.03958888724446297,
0.06285135447978973,
-0.05490436777472496,
-0.06439238786697388,
-0.0660223513841629,
-0.026459766551852226,
0.09407268464565277,
0.046692587435245514,
0.08790436387062073,
-0.08239074796438217,
0.017171336337924004,
-0.005972763989120722,
-0.06570468842983246,
0.07043009251356125,
0.021152323111891747,
0.02676895447075367,
0.01434184517711401,
-0.019240157678723335,
-0.03925064578652382,
-0.05927736312150955,
-0.02716216817498207,
-0.04883039370179176,
0.01501464657485485,
0.012833542190492153,
-0.029106708243489265,
-0.051048167049884796,
-0.043616317212581635,
-0.015481564216315746,
0.09467227011919022,
-0.07629173249006271,
-0.06168631091713905,
0.05979462340474129,
0.0013274613302201033,
-0.01652560383081436,
0.10585425794124603,
0.026397202163934708,
-0.008885227143764496,
-0.018127767369151115,
0.09736187011003494,
-0.02517976053059101,
-0.0669175535440445,
-0.05261373519897461,
-0.054061975330114365,
0.0412275567650795,
-0.0035319526214152575,
0.09302820265293121,
0.049846041947603226,
0.03629998117685318,
0.04159008339047432,
-0.07232218235731125,
0.0556202232837677,
0.022266272455453873,
-0.04136928543448448,
0.03800887614488602,
0.07458209246397018,
-0.05616328865289688,
0.02096807211637497,
0.015847571194171906,
0.005559580400586128,
0.03261760622262955,
0.044766660779714584,
0.07482915371656418,
0.06213536113500595,
-0.057098109275102615,
-0.031520042568445206,
0.06295139342546463,
0.06285037100315094,
-0.04360303655266762,
0.02107512578368187,
-0.08112650364637375,
-0.04971219226717949,
-0.03032711334526539,
-0.0915035530924797,
-0.022544754669070244,
-0.08395176380872726,
0.028460320085287094,
0.05563009902834892,
-0.06098295748233795,
-0.03474467992782593,
0.02725265733897686,
-0.021342232823371887,
0.04462005943059921,
-0.06982427835464478,
-0.06402406096458435,
0.04996122792363167,
-0.07622509449720383,
-0.04120296239852905,
-0.004871855024248362,
0.03977813571691513,
-0.030785448849201202,
-0.039511386305093765,
0.006599722895771265,
-0.0014152282383292913,
-0.06342840194702148,
0.04152824729681015,
-0.019884945824742317,
-0.04781072586774826,
0.10773502290248871,
-0.0275280624628067,
-0.05493179336190224,
0.03521938994526863,
0.07989015430212021,
-0.06498812884092331,
0.012240848504006863,
0.08684510737657547,
-0.05753761902451515,
0.09279023855924606,
-0.06617384403944016,
-0.026521826162934303,
0.06495313346385956,
0.07618004828691483,
-0.04496539384126663,
-0.03819398209452629,
0.020237678661942482,
0.013566507957875729,
0.059722837060689926,
0.007739576511085033,
-0.022133300080895424,
0.005294047296047211,
0.02408759482204914,
-0.030159208923578262,
0.08441884815692902,
0.07351718842983246,
-0.027643566951155663,
0.003351213876157999,
-0.04540416970849037,
-0.08557890355587006,
-0.037042804062366486,
0.09754543751478195,
-0.06890581548213959,
-0.047164514660835266,
0.03279919549822807,
0.05326981469988823,
0.031571269035339355,
0.03271251171827316
] |
Of course, we never do something without a reason 😉. Over the years we’ve seen
that there are quite a number of benefits linked to this initiative!
* Tech learnings
Many ideas are born from this crazy, out-of-the-box, “will this even work”
mentality. By trying to reach new heights with AI, we challenge the status-quo
and our technical knowledge. Our brains are figuratively molding.
On the other hand, there are many people that deliberately choose for Xmas
Projects involving topics they don’t have a lot of expertise in, simply
because they want to get up to speed with new tools and libraries.
* Test business cases
Xmas Projects are not exclusively about development work. It is also the right
time to assess the market, define a sales strategy and think big for existing
ideas and chapter projects.
| scraping/output/-2615541418613730807.txt | [
-0.001234797528013587,
-0.03306739777326584,
-0.06817751377820969,
-0.026952652260661125,
0.04869960620999336,
-0.007617057301104069,
0.020709743723273277,
0.027675988152623177,
0.05384627729654312,
0.005256218835711479,
0.05215339735150337,
0.03150428459048271,
0.06426616758108139,
-0.03663964569568634,
-0.022897988557815552,
0.04078080877661705,
0.05981476977467537,
-0.03805532678961754,
-0.06648086756467819,
-0.0455215685069561,
-0.00012917077401652932,
0.01898903399705887,
-0.02170104905962944,
0.0403563492000103,
0.04260459169745445,
0.04840255528688431,
-0.02456466294825077,
-0.001434112200513482,
0.054038356989622116,
-0.054906196892261505,
-0.04406355321407318,
-0.047401003539562225,
0.07266776263713837,
-0.04208330065011978,
0.058344028890132904,
0.02132837101817131,
-0.036850783973932266,
-0.03687216341495514,
0.01758023537695408,
-0.08961358666419983,
-0.0434827022254467,
-0.000672306923661381,
0.04211585596203804,
0.029621977359056473,
0.038288604468107224,
0.036412592977285385,
-0.006665768101811409,
0.04045240953564644,
-0.07415346056222916,
-0.014389550313353539,
-0.0478179007768631,
0.04297100007534027,
0.02494554966688156,
0.07630307227373123,
-0.009728274308145046,
-0.022511908784508705,
-0.058225661516189575,
-0.07905256748199463,
-0.022703802213072777,
0.03988831862807274,
0.025889277458190918,
-0.020129485055804253,
0.024034300819039345,
0.009835642762482166,
0.060983430594205856,
0.07816889882087708,
0.014026508666574955,
0.035469792783260345,
-0.08013983070850372,
-0.02701747789978981,
-0.041679851710796356,
0.050325557589530945,
-0.01738881692290306,
-0.04021424055099487,
0.031057024374604225,
0.09290521591901779,
-0.0273192897439003,
-0.08918581157922745,
0.035300906747579575,
-0.039312031120061874,
-0.08106087148189545,
-0.03592607006430626,
-0.03318209946155548,
0.008644673973321915,
-0.07055183500051498,
0.03240581601858139,
0.05480305105447769,
-0.061561375856399536,
0.04514298960566521,
-0.0419481135904789,
0.04075225815176964,
0.017991947010159492,
-0.06483109295368195,
-0.020536882802844048,
-0.03553609922528267,
-0.07024843990802765,
-0.0362652912735939,
0.08804277330636978,
0.07717737555503845,
-0.04414249211549759,
0.07744058966636658,
-0.01888815127313137,
0.07943692058324814,
-0.02140779420733452,
-0.03961344435811043,
0.018480511382222176,
0.032543182373046875,
-0.041199758648872375,
0.04880232363939285,
-0.0366467610001564,
-0.09007681161165237,
0.046068619936704636,
0.06710954755544662,
0.0507916659116745,
-0.02169077843427658,
-0.04963401332497597,
-0.045772626996040344,
-0.07524208724498749,
0.010509212501347065,
-0.05146317929029465,
0.0981704592704773,
-0.06017874553799629,
-0.06257957965135574,
-0.07797705382108688,
-0.07384983450174332,
-0.04245356097817421,
0.011584709398448467,
0.05771413445472717,
0.028198134154081345,
0.01132945530116558,
0.03010871820151806,
0.03324774652719498,
0.05734378099441528,
0.028695762157440186,
0.08378766477108002,
0.11022969335317612,
-0.06291811168193817,
0.014467460103332996,
0.005725138820707798,
-0.030449675396084785,
-0.044721588492393494,
0.07737548649311066,
0.0002471492625772953,
0.0999586433172226,
0.10127352178096771,
0.052229005843400955,
0.0849517434835434,
-0.08996518701314926,
0.038947246968746185,
-0.03628120571374893,
0.08195895701646805,
-0.047866322100162506,
0.05426817387342453,
0.04990286007523537,
0.053835395723581314,
-0.044488221406936646,
-0.05457198619842529,
-0.03576205298304558,
0.05013775825500488,
0.050154246389865875,
-0.02949759177863598,
-0.0020481343381106853,
-0.06864853948354721,
0.016601385548710823,
-0.046819351613521576,
-0.011439312249422073,
-0.01761370338499546,
0.06761856377124786,
-0.031136758625507355,
-0.024881072342395782,
-0.09209968149662018,
0.03139207884669304,
0.0011511711636558175,
0.06276019662618637,
0.0007330378866754472,
0.040079642087221146,
-0.060656774789094925,
0.018318112939596176,
0.06555850803852081,
0.05232545733451843,
-0.044552963227033615,
-0.014997757039964199,
-0.049711327999830246,
-0.007779892534017563,
-0.06671831756830215,
-0.016488488763570786,
-0.06111357361078262,
0.001380444155074656,
0.05707894638180733,
-0.028164193034172058,
-0.016187593340873718,
0.0025399888399988413,
-0.0957171618938446,
-0.062019605189561844,
-0.07109850645065308,
0.03573940694332123,
-0.02791118435561657,
0.040073227137327194,
0.04797796532511711,
0.0044963164255023,
-0.009189348667860031,
-0.08905033022165298,
0.04409428685903549,
-0.010053110308945179,
0.037714883685112,
-0.033041395246982574,
-0.027263624593615532,
0.058079659938812256,
-0.009535031393170357,
0.05770101398229599,
0.03996850550174713,
-0.05454462021589279,
-0.07933199405670166,
0.04866274818778038,
0.005194361321628094,
-0.04100993648171425,
-0.02580457367002964,
0.08933097869157791,
-0.04127402976155281,
0.027005603536963463,
0.04970567673444748,
-0.03949928656220436,
0.030126314610242844,
-0.08465054631233215,
-0.028721576556563377,
0.06102396175265312,
0.07709537446498871,
-0.07010602951049805,
-0.04586874693632126,
0.027820032089948654,
-0.03756426274776459,
-0.026675241068005562,
-0.044714223593473434,
-0.07558432966470718,
-0.03311276063323021,
-0.07006537914276123,
-0.029460685327649117,
0.031548913568258286,
0.04922354221343994,
-0.04553212970495224,
-0.08365479111671448,
-0.03317682445049286,
0.012290475890040398,
-0.059896279126405716,
0.06971333920955658,
-0.02454282157123089,
-0.04087228327989578,
0.02016603574156761,
0.007330507040023804,
0.04119174927473068,
0.0684058740735054,
-0.05356869101524353,
-0.059261254966259,
-0.03305336460471153,
-0.02273777313530445,
0.08681310713291168,
0.0839482918381691,
0.09506319463253021,
-0.04851777106523514,
0.03604813292622566,
0.002931067952886224,
-0.027034258469939232,
0.0669223815202713,
0.03551459312438965,
0.02630612812936306,
0.021732619032263756,
-0.03733149543404579,
-0.02158556878566742,
-0.037804409861564636,
-0.04939057305455208,
-0.12443552911281586,
0.027461502701044083,
0.00851476937532425,
-0.047917190939188004,
-0.02950046956539154,
-0.052612677216529846,
0.022570988163352013,
0.06061115488409996,
-0.10688947141170502,
-0.06087268143892288,
0.032113030552864075,
0.014720839448273182,
0.018305249512195587,
0.10428322851657867,
-0.030563408508896828,
-0.04090934991836548,
-0.0059685674495995045,
0.09008441865444183,
0.0001579101081006229,
-0.07461508363485336,
-0.04885828122496605,
-0.047923505306243896,
0.04202890396118164,
0.0061232647858560085,
0.08643946051597595,
0.023067714646458626,
0.02570786513388157,
0.040580447763204575,
-0.0687159076333046,
0.05028443783521652,
-0.008905259892344475,
-0.02541886828839779,
0.07597845047712326,
0.07252287864685059,
-0.0829230472445488,
0.02118861675262451,
0.03485865890979767,
0.02766398899257183,
0.030874870717525482,
0.03672810643911362,
0.03595442697405815,
0.07502537965774536,
-0.03321713209152222,
-0.04487813636660576,
0.05723614618182182,
0.08424011617898941,
-0.04648266360163689,
0.016591958701610565,
-0.05682770162820816,
-0.05153825879096985,
-0.037957604974508286,
-0.08611144125461578,
-0.002731524407863617,
-0.05138276144862175,
0.038165513426065445,
0.07163175940513611,
-0.06133770942687988,
-0.02372077852487564,
0.05829072371125221,
-0.017249301075935364,
0.044988393783569336,
-0.06484133750200272,
-0.07780683040618896,
0.05311798304319382,
-0.07903333008289337,
0.0048653194680809975,
0.009072109125554562,
0.04037007316946983,
-0.022893613204360008,
-0.04658150672912598,
-0.003077675821259618,
-0.045620646327733994,
-0.04529600962996483,
0.03593810647726059,
-0.04086899012327194,
-0.08052723109722137,
0.07189740240573883,
-0.05044453591108322,
-0.04839129000902176,
0.004716204013675451,
0.08331064134836197,
-0.05733373388648033,
-0.02105328068137169,
0.08477475494146347,
-0.06899577379226685,
0.10223837941884995,
-0.05304793268442154,
-0.03186463192105293,
0.05854235962033272,
0.0867709219455719,
-0.029602473601698875,
-0.015384904108941555,
0.03898285701870918,
0.04629725590348244,
0.06319466978311539,
0.04484789818525314,
0.02426244504749775,
0.05068543925881386,
0.03540784493088722,
-0.03095213696360588,
0.08031068742275238,
0.09255250543355942,
-0.062199242413043976,
-0.0338231585919857,
-0.02990911155939102,
-0.08496171981096268,
-0.026835650205612183,
0.03680688142776489,
-0.06004109978675842,
-0.06815961748361588,
0.00862579420208931,
0.05517301335930824,
0.029633546248078346,
0.07022950798273087
] |
* Ideas for customers
The learnings we gather are directly applicable to many of the customer
projects we are working on. It’s not uncommon to pitch the demo’s we came up
with to our clients to help see if new technologies could advance their
business cases.
* Ownership
During the Xmas Projects, stars are born! ⭐
Everyone has an equal chance to become a Xmas Project lead and thereby
exercise their soft-and people skills! It’s a great way for juniors to put
themselves on the map and get familiar with all aspects of end-to-end project
ownership.
* People cohesion
Because the company is growing in vast numbers (33 new joiners in 2021) it’s
hard to find the time to connect and get to know everyone. The Xmas Project
teams consist of people with a common interest and mix up people from
different countries, units, and seniorities. It’s a great way of getting to
know others!
## List of Xmas Projects
| scraping/output/-2615541418613730807.txt | [
-0.03168630972504616,
-0.016708554700016975,
-0.0717293992638588,
-0.02836684137582779,
0.067219577729702,
-0.02976915054023266,
0.030733605846762657,
0.04957515373826027,
0.053341254591941833,
-0.0009132144041359425,
0.04275147616863251,
0.05446099862456322,
0.03954097628593445,
-0.05246763676404953,
0.003020800184458494,
0.019061965867877007,
0.03375815600156784,
-0.041519895195961,
-0.0606481172144413,
-0.06533728539943695,
0.005286661442369223,
0.0007334152469411492,
-0.0016757476842030883,
0.030249349772930145,
0.08028025180101395,
0.02826509438455105,
-0.03749532997608185,
0.02735598012804985,
0.023933513090014458,
-0.06869558244943619,
-0.021582379937171936,
-0.04837028309702873,
0.04528374597430229,
-0.05332229286432266,
0.06928638368844986,
-0.003917153459042311,
-0.013811348006129265,
-0.024855321273207664,
0.012058326043188572,
-0.062365561723709106,
-0.038826148957014084,
0.026392126455903053,
0.03922552615404129,
0.039283253252506256,
0.04095599800348282,
0.0588650181889534,
0.0328214131295681,
0.01170187909156084,
-0.07873407751321793,
0.0030398184899240732,
-0.03701934218406677,
0.08969491720199585,
0.01264029648154974,
0.04817509651184082,
0.02296902798116207,
-0.04695166274905205,
-0.05594512075185776,
-0.09686854481697083,
-0.06298918277025223,
0.01960195042192936,
0.061716143041849136,
-0.045728325843811035,
0.017174454405903816,
-0.0035101722460240126,
0.06769498437643051,
0.0941350907087326,
0.00455408776178956,
0.04071977734565735,
-0.069139264523983,
-0.013844260945916176,
-0.024168167263269424,
0.07264039665460587,
0.0026258244179189205,
-0.023988787084817886,
-0.0024719734210520983,
0.028326792642474174,
0.014125240035355091,
-0.09611286967992783,
0.02902533859014511,
-0.05268164351582527,
-0.07509075105190277,
-0.03371630981564522,
0.010435782372951508,
0.0021429124753922224,
-0.06370428949594498,
0.02602587826550007,
0.05104342848062515,
-0.04406903684139252,
0.061230387538671494,
-0.022417239844799042,
0.033040374517440796,
-0.014280258677899837,
0.003796110162511468,
-0.030689656734466553,
-0.04322873055934906,
-0.08818379789590836,
-0.030378909781575203,
0.06899546086788177,
0.07610312104225159,
-0.08169951289892197,
0.06739761680364609,
-0.06840796768665314,
0.09487182646989822,
-0.07014714926481247,
0.005638682749122381,
0.0468316413462162,
0.011943330988287926,
-0.021298903971910477,
0.007739077787846327,
-0.05172739923000336,
-0.11166936159133911,
0.03411300852894783,
0.06658059358596802,
0.05547727644443512,
-0.07361024618148804,
-0.03435086831450462,
-0.011773630045354366,
-0.10279197990894318,
0.034616969525814056,
-0.04162219911813736,
0.11103446781635284,
-0.05695315822958946,
-0.04258981719613075,
-0.09384047985076904,
-0.05807417258620262,
-0.04406902939081192,
0.00908441748470068,
0.0050783827900886536,
0.007336794398725033,
0.027319232001900673,
0.024716822430491447,
0.04731801524758339,
0.048618998378515244,
0.023047136142849922,
0.0557735338807106,
0.0985090360045433,
-0.08005455881357193,
-0.005968029145151377,
0.00769903464242816,
-0.03464525565505028,
-0.07147098332643509,
0.06296119093894958,
-0.02299729362130165,
0.10294046252965927,
0.06103761866688728,
0.048228684812784195,
0.1172155886888504,
-0.054255012422800064,
0.07157574594020844,
0.023869918659329414,
0.09801480174064636,
-0.010709690861403942,
0.0403849259018898,
0.031508028507232666,
0.05677947402000427,
-0.02375110425055027,
-0.03243185952305794,
-0.019502267241477966,
0.03044462576508522,
0.08941624313592911,
-0.03662744164466858,
-0.04763026162981987,
-0.0717305913567543,
-0.0037786317989230156,
-0.04267534613609314,
-0.017387734726071358,
0.002487780759111047,
0.048403024673461914,
-0.006550936959683895,
-0.053132668137550354,
-0.08314603567123413,
0.06374868750572205,
-0.02116626873612404,
0.04451941326260567,
0.00974532775580883,
0.05902562290430069,
-0.03864197060465813,
0.02284892089664936,
0.08849254995584488,
0.040101755410432816,
-0.044807400554418564,
-0.008351413533091545,
-0.09696010500192642,
-0.029157770797610283,
-0.07369955629110336,
-0.02614825963973999,
-0.08041984587907791,
-0.02310539036989212,
0.08452927321195602,
-0.009331641718745232,
0.006328673101961613,
0.0015752902254462242,
-0.05833229050040245,
-0.03371358662843704,
-0.054449744522571564,
0.04149727523326874,
-0.025649480521678925,
0.05675419047474861,
0.016759272664785385,
0.045884303748607635,
-0.02247980609536171,
-0.028471095487475395,
0.059751663357019424,
0.030699744820594788,
0.037171997129917145,
0.029304148629307747,
-0.024970300495624542,
0.08630795776844025,
-0.04011036083102226,
0.056850675493478775,
0.02846691943705082,
-0.05971912294626236,
-0.05673346668481827,
0.024763789027929306,
0.034472521394491196,
-0.05474308133125305,
-0.009729070588946342,
0.081889808177948,
-0.03238650783896446,
0.06628694385290146,
0.027730576694011688,
-0.03816670924425125,
0.03939957916736603,
-0.10725576430559158,
-0.0051109036430716515,
0.04129164293408394,
0.08722595125436783,
-0.05978123098611832,
-0.039798494428396225,
0.04416961222887039,
-0.028839267790317535,
-0.050510480999946594,
-0.04324232414364815,
-0.04804941266775131,
-0.05117656663060188,
-0.061778612434864044,
-0.01749596744775772,
0.05304140970110893,
0.05803860351443291,
-0.07799143344163895,
-0.075726218521595,
-0.008165089413523674,
0.010369219817221165,
-0.040993187576532364,
0.014924808405339718,
-0.052181582897901535,
-0.03898247703909874,
0.021107299253344536,
-0.021603969857096672,
0.020781951025128365,
0.023404497653245926,
-0.05273720622062683,
-0.06043172627687454,
-0.08432838320732117,
-0.03880169615149498,
0.07881435006856918,
0.07967768609523773,
0.06292377412319183,
-0.055029191076755524,
0.015126694925129414,
0.012630014680325985,
-0.028480511158704758,
0.0766027495265007,
0.017431026324629784,
0.018173180520534515,
0.028435170650482178,
-0.03941606730222702,
-0.028951918706297874,
-0.023134129121899605,
-0.06217990070581436,
-0.06422068923711777,
0.03002304770052433,
0.00505233695730567,
-0.033176224678754807,
-0.07488381862640381,
-0.0518103651702404,
0.008356588892638683,
0.0723225399851799,
-0.06314229965209961,
-0.06101970374584198,
0.05255261808633804,
0.01617220975458622,
0.007536503951996565,
0.09010352939367294,
0.04259328544139862,
-0.016817478463053703,
-0.021176602691411972,
0.09592866897583008,
-0.0162289347499609,
-0.0678238645195961,
-0.05716234818100929,
-0.07051842659711838,
0.06495475023984909,
0.016844896599650383,
0.07596054673194885,
0.018501583486795425,
0.023192143067717552,
0.03796348348259926,
-0.060124922543764114,
0.04622533172369003,
-0.005468745715916157,
-0.03384845331311226,
0.03654508665204048,
0.046458009630441666,
-0.0431647002696991,
0.033909495919942856,
0.002085206564515829,
0.02341698855161667,
0.023358464241027832,
0.07037791609764099,
0.03795928880572319,
0.046190597116947174,
-0.029535898938775063,
-0.05377938225865364,
0.0970599427819252,
0.05136120319366455,
-0.05765538290143013,
0.061628129333257675,
-0.10176079720258713,
-0.061575304716825485,
-0.053254593163728714,
-0.07152118533849716,
-0.00414420198649168,
-0.053441114723682404,
0.029260173439979553,
0.05386337265372276,
-0.07613880187273026,
-0.05121425911784172,
0.03662336245179176,
0.00020099637913517654,
0.04315922036767006,
-0.10053908824920654,
-0.07358378916978836,
0.043630607426166534,
-0.07476326078176498,
-0.06447932869195938,
0.0255086962133646,
0.05628940463066101,
-0.04918597266077995,
-0.04335003346204758,
0.00350527698174119,
-0.00747386459261179,
-0.032203253358602524,
0.0515974797308445,
-0.030709415674209595,
-0.045616451650857925,
0.08054579049348831,
-0.05601535737514496,
-0.0748465433716774,
0.01863003894686699,
0.09966060519218445,
-0.0509815476834774,
0.0316757932305336,
0.08322632312774658,
-0.06611447781324387,
0.08177568018436432,
-0.02922855317592621,
-0.020964043214917183,
0.09048660099506378,
0.03552789241075516,
-0.04186126962304115,
-0.027787547558546066,
0.04175560176372528,
0.04122038930654526,
0.0652453750371933,
0.06030959263443947,
-0.01736028864979744,
0.03908479958772659,
0.03297232463955879,
-0.024208910763263702,
0.06699233502149582,
0.05271388590335846,
-0.017036160454154015,
-0.019618337973952293,
-0.04822230339050293,
-0.09168041497468948,
-0.05081997811794281,
0.030933337286114693,
-0.058763887733221054,
-0.046194806694984436,
0.03800496831536293,
0.051154013723134995,
0.04471709951758385,
0.05834774672985077
] |
## List of Xmas Projects
Last edition, we decided to split the Xmas Projects into three logical
clusters.
1. ML6 For Good
2. ML6 Goes Public
3. ML6 On Steroids
### ML6 For Good
We’ve worked on a total of five projects for Non-Profit Organisations that
would otherwise not have the budget or resources to tackle their problems with
the help of AI. The work we’ve done in this pillar ties neatly with one our
six core values, being “Do good”.
* For IDA Foundation we worked on three different use-cases, including “Forecasting of emergency health kits”, “Pallet packaging optimization” and “Emergency event detection”, based on social web data. The goal of these three projects was to come up with a more data-driven way to anticipate disasters and optimize transport for countries in need.
| scraping/output/-2615541418613730807.txt | [
0.04455462843179703,
0.015760013833642006,
-0.05774698406457901,
0.002753164153546095,
0.07364308089017868,
-0.026976803317666054,
0.02611323818564415,
0.010593065060675144,
0.012389971874654293,
-0.012889616191387177,
0.04643646255135536,
0.002163327531889081,
0.010494442656636238,
-0.009226727299392223,
-0.027890587225556374,
0.046572938561439514,
0.03435259684920311,
-0.051968272775411606,
-0.03416479751467705,
-0.05718816816806793,
-0.00666265981271863,
-0.00701728044077754,
-0.03983120247721672,
0.044225554913282394,
0.09044724702835083,
0.03750116750597954,
-0.04118635877966881,
0.00999385491013527,
0.06519631296396255,
-0.060329873114824295,
-0.001984487986192107,
-0.013029235415160656,
0.037661753594875336,
-0.06352853775024414,
0.06353797763586044,
0.015850327908992767,
-0.036699049174785614,
-0.012467016465961933,
0.03805030137300491,
-0.04072793573141098,
-0.0038495701737701893,
0.017346719279885292,
0.05095021054148674,
0.03583212569355965,
0.06962534040212631,
0.06942351907491684,
-0.03119785152375698,
0.02189859002828598,
-0.054473720490932465,
-0.05353875085711479,
-0.028318267315626144,
0.06857969611883163,
0.0600297637283802,
0.05406348779797554,
0.024876335635781288,
-0.05087113380432129,
-0.04356309399008751,
-0.07056982815265656,
-0.0868988037109375,
0.008625805377960205,
0.04958425089716911,
-0.026724662631750107,
0.004150603897869587,
0.02315417490899563,
0.0755593404173851,
0.06795527040958405,
0.03142402693629265,
0.07855016738176346,
-0.0632360577583313,
-0.02549983561038971,
-0.020186223089694977,
0.04967143014073372,
-0.004712235182523727,
-0.0425577312707901,
-0.008413233794271946,
0.043556053191423416,
-0.0021653841249644756,
-0.06201542168855667,
0.05005783587694168,
-0.029452795162796974,
-0.08857495337724686,
-0.04840276762843132,
-0.005230640526860952,
0.010766427963972092,
-0.012220857664942741,
0.04145394265651703,
0.029652388766407967,
-0.04179752245545387,
0.08409088850021362,
-0.0422884002327919,
0.02334306761622429,
-0.026072237640619278,
-0.042731836438179016,
-0.05003189668059349,
-0.044992465525865555,
-0.09217935800552368,
-0.07160574942827225,
0.07091232389211655,
0.11100275814533234,
-0.06897149980068207,
0.046602942049503326,
-0.05376092717051506,
0.07805929332971573,
-0.08654842525720596,
-0.010120004415512085,
0.047917526215314865,
0.028263099491596222,
-0.07789614051580429,
0.07606279104948044,
-0.08253050595521927,
-0.08264588564634323,
0.025535948574543,
0.0685892403125763,
0.07699014246463776,
-0.049014195799827576,
-0.030130542814731598,
-0.02393588051199913,
-0.060146428644657135,
0.054807450622320175,
-0.09519616514444351,
0.08409485965967178,
-0.04738636687397957,
-0.10084297508001328,
-0.07940661907196045,
-0.035419996827840805,
-0.011002167128026485,
-0.003139169653877616,
0.04665552079677582,
0.03128313645720482,
0.004885287024080753,
0.029687821865081787,
0.03524158522486687,
0.059123121201992035,
0.022861307486891747,
0.06808673590421677,
0.10473205894231796,
-0.0408451110124588,
-0.003835200099274516,
0.004886011593043804,
-0.01692754589021206,
-0.04140092059969902,
0.0884731262922287,
-0.015546558424830437,
0.0667814239859581,
0.0551624670624733,
0.0837475135922432,
0.08878485858440399,
-0.07524240016937256,
0.060676999390125275,
-0.016264962032437325,
0.0873745009303093,
-0.02131282351911068,
0.07793930172920227,
0.03754410520195961,
0.06658989191055298,
-0.04365973547101021,
-0.05691802501678467,
-0.060106061398983,
0.04678339883685112,
0.06337055563926697,
-0.05825437605381012,
-0.044643595814704895,
-0.05315016210079193,
-0.0051084705628454685,
-0.04713978245854378,
-0.024637816473841667,
0.003568474669009447,
0.039736684411764145,
-0.01987396739423275,
-0.029732320457696915,
-0.07284490764141083,
0.058304253965616226,
-0.030842024832963943,
0.08358156681060791,
-0.03708214312791824,
0.058599233627319336,
-0.05586458742618561,
0.03422975540161133,
0.09277480840682983,
0.03993872553110123,
-0.08856958895921707,
-0.020435161888599396,
-0.07554389536380768,
-0.059997595846652985,
-0.058207083493471146,
-0.01994728296995163,
-0.026256976649165154,
0.032170142978429794,
0.01954890787601471,
-0.03640969470143318,
-0.018990570679306984,
0.01680031791329384,
-0.06290490180253983,
-0.07364359498023987,
-0.021243857219815254,
0.06262094527482986,
-0.06198706105351448,
0.04507414624094963,
0.0441787913441658,
-0.004611434414982796,
0.006098615005612373,
-0.0597686730325222,
0.03076556697487831,
0.048572588711977005,
0.06522484123706818,
0.007572769187390804,
-0.03729195147752762,
0.06168084219098091,
-0.01870844140648842,
0.0485987551510334,
0.06363219022750854,
-0.06627801060676575,
-0.058333415538072586,
0.0608377680182457,
-0.0178920216858387,
-0.027301302179694176,
-0.007407615426927805,
0.07521624863147736,
-0.03812983259558678,
0.05398840084671974,
0.06845895200967789,
-0.02204258367419243,
0.04813757166266441,
-0.09878047555685043,
-0.003083038842305541,
0.06887700408697128,
0.04665203019976616,
-0.07837492972612381,
-0.0592011883854866,
0.021976236253976822,
-0.0467102974653244,
-0.023401856422424316,
-0.05578502267599106,
-0.07885545492172241,
-0.06368879973888397,
-0.030852505937218666,
-0.027747856453061104,
0.019305413588881493,
0.05185103043913841,
-0.05631690099835396,
-0.028127619996666908,
-0.055743467062711716,
0.03396519646048546,
-0.026550622656941414,
0.06888674944639206,
-0.0005934752989560366,
-0.03833252936601639,
0.044242072850465775,
-0.011585512198507786,
0.008913328871130943,
0.057798825204372406,
-0.04118163511157036,
-0.06335439532995224,
-0.08477968722581863,
-0.0517122708261013,
0.10760820657014847,
0.07194709032773972,
0.04630832001566887,
-0.0560116209089756,
0.008860103785991669,
0.010372109711170197,
-0.030993452295660973,
0.09284576028585434,
0.032252468168735504,
-0.0231583621352911,
0.01773601584136486,
-0.04526246339082718,
-0.0047094691544771194,
-0.027851194143295288,
-0.07301978766918182,
-0.07169049233198166,
0.02824190817773342,
-0.008075437508523464,
-0.08045779168605804,
-0.0599750280380249,
-0.07130233198404312,
0.011306041851639748,
0.07832162827253342,
-0.05530660226941109,
-0.041542135179042816,
0.05463602766394615,
0.03580028936266899,
0.02887801080942154,
0.06170133873820305,
0.049374811351299286,
-0.037013422697782516,
-0.009112000465393066,
0.09125518798828125,
0.0076081897132098675,
-0.052012935280799866,
-0.0501728393137455,
-0.06246327981352806,
0.029310233891010284,
0.0027799250092357397,
0.06231063976883888,
0.04869183897972107,
-0.0034235725179314613,
0.030691280961036682,
-0.06996133178472519,
0.027313964441418648,
0.004790366627275944,
-0.07041309773921967,
0.06666629016399384,
0.06405448168516159,
-0.047753386199474335,
0.03565441817045212,
0.021376075223088264,
0.02868845872581005,
0.0289757139980793,
0.054586656391620636,
0.04404402896761894,
0.051000963896512985,
-0.03238619491457939,
-0.03935805335640907,
0.0409511923789978,
0.09175395220518112,
-0.01811014860868454,
0.005455047357827425,
-0.05227351561188698,
-0.04410388320684433,
-0.076790951192379,
-0.08573833107948303,
-0.02758042700588703,
-0.054313383996486664,
0.035467471927404404,
0.04109079763293266,
-0.059129614382982254,
-0.014010860584676266,
0.06370651721954346,
-0.030011752620339394,
0.04373706877231598,
-0.0580504834651947,
-0.054591864347457886,
0.02247144840657711,
-0.09085120260715485,
-0.032759007066488266,
0.010480702854692936,
0.06498251855373383,
-0.06525007635354996,
-0.05927535146474838,
0.006382749881595373,
-0.009708201512694359,
-0.09765934199094772,
0.00805450789630413,
-0.038219355046749115,
-0.04650244489312172,
0.07868550717830658,
-0.036118827760219574,
-0.06437677145004272,
0.01510497834533453,
0.07965251803398132,
-0.07027509808540344,
-0.0294643584638834,
0.0708431825041771,
-0.05837729200720787,
0.076945461332798,
-0.03814142197370529,
-0.015508607029914856,
0.10350492596626282,
0.059405189007520676,
-0.055701229721307755,
-0.016561873257160187,
0.020945589989423752,
0.021324893459677696,
0.04377908259630203,
0.07133812457323074,
-0.014949274249374866,
0.024919088929891586,
0.024135025218129158,
-0.012048326432704926,
0.07229140400886536,
0.020228106528520584,
-0.04029638320207596,
-0.010847595520317554,
-0.03844607621431351,
-0.057798832654953,
-0.023992201313376427,
0.06787219643592834,
-0.05832464620471001,
-0.0678301453590393,
0.023922713473439217,
0.029186049476265907,
0.033562447875738144,
0.07407490164041519
] |
* We supported Arop VZW, by coming up with a first version of an automatic visual quality inspection workflow for their sheltered workshops, aiding the workers in their day-to-day activities!
* Together with Fruitpunch.ai and Reef.support, we’ve been working on a visual detection tool (with image segmentation) to detect different types of corals and identify coral bleaching to raise awareness! You can read more in one of their LinkedIn posts. :)
Example image showing the results of the advanced semi-automatic labeling
procedure we set up.
### ML6 Goes Public
Three out of eleven Xmas Projects of the last edition were geared towards
pushing the newest techniques we’ve encountered in the last year and find out
how they shine in a practical context.
#### Souvenir photo booth | scraping/output/-2615541418613730807.txt | [
0.059101399034261703,
-0.05526610091328621,
-0.05120806396007538,
-0.03415801003575325,
0.07625290006399155,
-0.020599117502570152,
0.013978608883917332,
0.017844591289758682,
0.032105278223752975,
-0.014674502424895763,
0.04828685522079468,
0.013249889016151428,
0.051450036466121674,
-0.042712461203336716,
-0.014073992148041725,
0.04544571787118912,
0.04221518337726593,
-0.031726133078336716,
-0.07536589354276657,
-0.054311901330947876,
-0.019566992297768593,
-0.01686180755496025,
0.0037333890795707703,
0.022191014140844345,
0.038787707686424255,
0.02738586626946926,
-0.05722436681389809,
-0.04293038323521614,
0.04091215878725052,
-0.07407877594232559,
-0.012536987662315369,
-0.041421156376600266,
0.023028302937746048,
-0.0671263113617897,
0.0761086642742157,
0.019855529069900513,
-0.04578461870551109,
-0.009983768686652184,
0.0367552824318409,
-0.06306835263967514,
-0.009827621281147003,
0.020561939105391502,
0.037305764853954315,
0.03858182206749916,
0.03564982861280441,
0.07608431577682495,
-0.022548213601112366,
0.04203774034976959,
-0.05830656364560127,
-0.02001343108713627,
-0.0635838583111763,
0.05335471034049988,
0.030474407598376274,
0.030131805688142776,
0.04009297490119934,
-0.057261887937784195,
-0.0618705153465271,
-0.09040772169828415,
-0.053593941032886505,
0.05817871168255806,
0.06009545549750328,
-0.030036883428692818,
-0.00022661281400360167,
0.054478056728839874,
0.09344354271888733,
0.0664239302277565,
0.03913544490933418,
0.02130362205207348,
-0.10778526216745377,
-0.01669364422559738,
-0.012705177068710327,
0.07156515121459961,
-0.006341839674860239,
-0.032941821962594986,
0.035236626863479614,
0.015601885505020618,
0.01661064848303795,
-0.05736491084098816,
0.08346861600875854,
-0.0395505391061306,
-0.09116853773593903,
-0.02272925153374672,
-0.031028643250465393,
0.018841207027435303,
-0.05341647192835808,
0.07094291597604752,
0.0574040487408638,
-0.04149536043405533,
0.09482394903898239,
-0.03831930458545685,
0.0401482954621315,
-0.0019860249012708664,
-0.046380024403333664,
-0.06875400245189667,
-0.07989480346441269,
-0.06701628863811493,
-0.058775465935468674,
0.10460588335990906,
0.07606540620326996,
-0.043408285826444626,
0.00898021925240755,
-0.03079144097864628,
0.07441418617963791,
-0.0644090324640274,
-0.05080334097146988,
0.022739307954907417,
0.03853631392121315,
-0.06263408809900284,
0.03841334208846092,
-0.05693165957927704,
-0.06718714535236359,
0.041414204984903336,
0.05535350367426872,
-0.0018201351631432772,
-0.07279470562934875,
-0.024549515917897224,
-0.017827972769737244,
-0.018500562757253647,
0.07055291533470154,
-0.0660758763551712,
0.09937562048435211,
-0.04252544045448303,
-0.047254689037799835,
-0.09228051453828812,
-0.05980244651436806,
-0.05817591771483421,
0.02749665267765522,
0.05723149701952934,
0.036486078053712845,
-0.00946204923093319,
-0.014342505484819412,
0.02413157746195793,
0.013550419360399246,
0.06308633089065552,
0.061145830899477005,
0.09568311274051666,
-0.057370755821466446,
0.006174737121909857,
-0.035271599888801575,
-0.04722578078508377,
-0.05173633620142937,
0.0951039269566536,
0.0016420312458649278,
0.08124447613954544,
0.0704393982887268,
0.040456779301166534,
0.10336610674858093,
-0.0709066241979599,
0.024095527827739716,
-0.013782690279185772,
0.05179601162672043,
0.006885960698127747,
0.06524165719747543,
0.010732714086771011,
0.07371882349252701,
-0.0394565686583519,
-0.05551714822649956,
-0.06542316824197769,
0.03671674430370331,
0.06665577739477158,
-0.055534727871418,
-0.004642642568796873,
-0.06657958030700684,
0.018422825261950493,
-0.02476448006927967,
-0.020511172711849213,
0.00566541263833642,
0.06678418815135956,
-0.04756622761487961,
-0.017874563112854958,
-0.06750913709402084,
0.09184308350086212,
-0.03431817516684532,
0.05326547473669052,
0.03291124850511551,
0.06915491074323654,
-0.05855230987071991,
0.004487986676394939,
0.04985320195555687,
0.03636584430932999,
-0.06979670375585556,
-0.006842667702585459,
-0.06164567172527313,
-0.023074688389897346,
-0.06566473841667175,
-0.015542768873274326,
-0.008450097404420376,
0.0026980226393789053,
0.03229878842830658,
-0.0011021163081750274,
0.0017979723634198308,
0.04991767928004265,
-0.06157786026597023,
-0.05043063312768936,
-0.06521987169981003,
0.047591403126716614,
-0.058993469923734665,
0.015784671530127525,
0.06603085249662399,
0.049412064254283905,
-0.002285185270011425,
-0.04945220425724983,
0.03177924454212189,
0.0886295735836029,
0.015506070107221603,
-0.027836032211780548,
-0.061336491256952286,
0.053968578577041626,
-0.04905112832784653,
0.038561124354600906,
0.0709255114197731,
-0.05716957524418831,
-0.07086855173110962,
0.08208446949720383,
-0.01047583669424057,
-0.07449302077293396,
-0.013493342325091362,
0.07413887232542038,
-0.030039500445127487,
0.02508816495537758,
0.06375003606081009,
-0.02346029505133629,
0.04894711449742317,
-0.09619475901126862,
-0.018129263073205948,
0.05121367797255516,
0.0635213851928711,
-0.09017247706651688,
-0.0461999848484993,
0.04521965980529785,
-0.07752414792776108,
-0.052312739193439484,
-0.050088413059711456,
-0.07946471869945526,
-0.05703946202993393,
-0.03608734905719757,
-0.02644886076450348,
0.008617574349045753,
0.02825559489428997,
-0.0047156489454209805,
-0.008469264954328537,
-0.06487949192523956,
0.05905415862798691,
-0.03946372866630554,
0.0948813408613205,
0.0015666248509660363,
-0.046208273619413376,
0.03144652396440506,
-0.04737484082579613,
-0.004531604237854481,
0.0318429172039032,
-0.04258491098880768,
-0.05437105894088745,
-0.0483151376247406,
-0.007678752299398184,
0.09251255542039871,
0.057996176183223724,
0.0786786898970604,
-0.057805318385362625,
0.06093691661953926,
0.020548272877931595,
-0.024824224412441254,
0.08447682112455368,
0.06119910627603531,
0.03765535727143288,
0.030964134261012077,
-0.05308471992611885,
-0.04358558729290962,
-0.022190507501363754,
-0.034828126430511475,
-0.09001953899860382,
0.01366908848285675,
-0.01883264072239399,
-0.04117237403988838,
-0.06799867749214172,
-0.048101238906383514,
-0.0006569123943336308,
0.06146913394331932,
-0.03366447612643242,
-0.04440735653042793,
0.06908358633518219,
-0.004327257163822651,
0.04544991999864578,
0.020321795716881752,
0.025202611461281776,
-0.03528520464897156,
0.00733776343986392,
0.12660376727581024,
-0.007380003575235605,
-0.05529013276100159,
-0.04433829337358475,
-0.03720654919743538,
0.02698885090649128,
-0.03339729830622673,
0.06564143300056458,
0.05735732987523079,
-0.02212083898484707,
0.07295572757720947,
-0.07026807963848114,
0.030844908207654953,
-0.04535431042313576,
-0.04504029452800751,
0.01888243667781353,
0.05612457916140556,
-0.07584797590970993,
0.048022571951150894,
0.006940015591681004,
0.044847000390291214,
0.029191993176937103,
0.05204085260629654,
0.08658815920352936,
0.047700610011816025,
-0.026317046955227852,
-0.014005428180098534,
0.018681863322854042,
0.04855598881840706,
-0.022651968523859978,
0.01842966116964817,
-0.06549488753080368,
-0.04177028313279152,
-0.027662042528390884,
-0.04224386811256409,
-0.041507843881845474,
-0.08165234327316284,
-0.0016297884285449982,
0.023985549807548523,
-0.042172983288764954,
-0.048303235322237015,
0.008751683868467808,
-0.023012828081846237,
0.03328334167599678,
-0.05812710523605347,
-0.051272884011268616,
0.0485697016119957,
-0.08843357861042023,
-0.031215151771903038,
0.005082121584564447,
0.05778579041361809,
-0.07759188860654831,
-0.05495866388082504,
0.020915599539875984,
-0.03729613497853279,
-0.0407898873090744,
0.044728416949510574,
-0.022059518843889236,
-0.04843313992023468,
0.08635403960943222,
-0.038935527205467224,
-0.04862939938902855,
0.0358731634914875,
0.06391030550003052,
-0.08793501555919647,
0.03492588549852371,
0.09813862293958664,
-0.05077967047691345,
0.07100971788167953,
-0.03483948856592178,
-0.0620047003030777,
0.09211789816617966,
0.05754343047738075,
-0.05194239318370819,
-0.0060540600679814816,
0.04784972593188286,
0.05050446465611458,
0.0753832533955574,
0.059412140399217606,
-0.014237825758755207,
-0.00305741629563272,
0.04142455756664276,
-0.06370609253644943,
0.05854351818561554,
0.07048335671424866,
-0.025715818628668785,
-0.01849430426955223,
-0.0031673351768404245,
-0.07072877883911133,
-0.03942674398422241,
0.07599561661481857,
-0.0679074078798294,
-0.040956657379865646,
0.04128946363925934,
0.024935685098171234,
0.04911506175994873,
0.02550347149372101
] |
#### Souvenir photo booth
Ever wanted someone to draw you like one of their French girls? Wait no more..
In this Xmas Project we created an interface for our smart mirror, replacing
famous painted faces with yours!
Scottish scientist, writer, and polymath Mary Somerville, painted by Thomas
Phillips. Her face is merged with a colleague at ML6, who also happens to be a
polymath. Can you guess who? A hint — He is known for cycling over 300 km in
one sitting when ML6 organises charity sports events. People are literally
afraid of betting on his sports performances. Charities on the other hand love
him.
#### Terms and Conditions Parser
I know you’re not perfect. I know you agreed to terms and conditions you never
read or understood, just like the rest of us. Why are these documents so
cumbersome and long anyways? Everyone hates them — and that’s why we decided
to build a browser add-on to help you digest the most important stuff in it.
| scraping/output/-2615541418613730807.txt | [
0.03478006646037102,
-0.022947601974010468,
-0.06395155191421509,
-0.02211903966963291,
0.052205562591552734,
-0.016028866171836853,
0.031435202807188034,
0.03183352202177048,
0.03642849624156952,
-0.013082337565720081,
0.04195108264684677,
0.021840674802660942,
0.07633506506681442,
-0.04833146184682846,
-0.012513011693954468,
0.03880345821380615,
0.0761156976222992,
-0.050303395837545395,
-0.02213135175406933,
-0.07510785013437271,
0.027843719348311424,
-0.020499970763921738,
-0.03734681010246277,
0.05505291745066643,
0.0818762257695198,
0.06225735321640968,
-0.03877401724457741,
-0.006187464110553265,
0.033121462911367416,
-0.03494696691632271,
-0.027132157236337662,
-0.06320106238126755,
0.05692125856876373,
-0.0692610889673233,
0.029383862391114235,
0.020132513716816902,
-0.040037110447883606,
-0.053673505783081055,
0.027066493406891823,
-0.05436037480831146,
-0.029604792594909668,
0.006990355905145407,
0.043547146022319794,
0.06759978830814362,
0.06872205436229706,
0.05684508755803108,
0.017299238592386246,
0.026095211505889893,
-0.06537323445081711,
0.007141154259443283,
-0.033512283116579056,
0.05072733387351036,
0.0007857579039409757,
0.025178920477628708,
0.0438866913318634,
-0.06536156684160233,
-0.0740760862827301,
-0.09440925717353821,
-0.05070386826992035,
0.0499449260532856,
0.06298020482063293,
-0.06495630741119385,
-0.0005221787141636014,
-0.0127639751881361,
0.05811486765742302,
0.03866417333483696,
0.0677962452173233,
0.07912338525056839,
-0.0970102921128273,
-0.050282567739486694,
-0.04728968068957329,
0.06978974491357803,
-0.026521973311901093,
-0.06303947418928146,
0.005294074770063162,
0.009502717293798923,
0.02584218420088291,
-0.06839210540056229,
-0.010125614702701569,
-0.07320153713226318,
-0.06430158764123917,
-0.03413525968790054,
-0.04190785437822342,
0.019480282440781593,
-0.050091907382011414,
0.0795145183801651,
0.06294091790914536,
-0.047890402376651764,
0.05116242542862892,
-0.023797037079930305,
0.054113343358039856,
0.004344961140304804,
-0.03597373515367508,
-0.03721360117197037,
-0.04812076687812805,
-0.09692387282848358,
-0.0676814392209053,
0.0628119707107544,
0.06439495831727982,
-0.05575212836265564,
0.06559962034225464,
-0.047038838267326355,
0.08167325705289841,
-0.059628330171108246,
-0.03546405956149101,
0.008835661225020885,
0.04360923916101456,
-0.04425247013568878,
0.06363613158464432,
-0.06555275619029999,
-0.08732473850250244,
0.08451728522777557,
0.06415718048810959,
0.06663883477449417,
-0.06792980432510376,
-0.0023285034112632275,
-0.029861202463507652,
-0.0086740180850029,
0.02221590280532837,
-0.044512275606393814,
0.07473452389240265,
-0.01721440628170967,
-0.09035986661911011,
-0.05316048488020897,
-0.052682507783174515,
-0.016738301143050194,
-0.0035616024397313595,
0.04606598615646362,
0.049184974282979965,
0.025083236396312714,
0.02170717343688011,
0.00989598035812378,
0.0556560643017292,
0.05609031766653061,
0.0499417707324028,
0.08597789704799652,
-0.04489873722195625,
-0.01480162888765335,
-0.05176105350255966,
-0.039829980581998825,
-0.023995717987418175,
0.06713885813951492,
-0.04534013569355011,
0.05797826126217842,
0.04737615957856178,
0.03360357880592346,
0.09809541702270508,
-0.0187227725982666,
0.0655512586236,
-0.0228995643556118,
0.03583601489663124,
-0.019443117082118988,
0.013966625556349754,
0.02674374170601368,
0.06100837141275406,
-0.06310758739709854,
-0.06133125722408295,
-0.05858349800109863,
0.016789600253105164,
0.06178508698940277,
-0.0546141117811203,
-0.042127154767513275,
-0.02644355408847332,
-0.008699072524905205,
-0.038909491151571274,
-0.02978254295885563,
0.02346491813659668,
0.06723600625991821,
-0.011337163858115673,
-0.059357453137636185,
-0.034969132393598557,
0.0236099511384964,
-0.050519995391368866,
0.057177506387233734,
0.017910929396748543,
0.06295152753591537,
-0.04317770153284073,
0.06150008738040924,
0.05180991441011429,
0.02431914024055004,
-0.05038818344473839,
0.006438818294554949,
-0.07023003697395325,
-0.04786509647965431,
-0.01781308278441429,
-0.03348657861351967,
-0.02939467504620552,
0.02751951850950718,
0.05422831326723099,
-0.05749586224555969,
0.001370894373394549,
0.008317424915730953,
-0.01114599034190178,
-0.03285203501582146,
-0.014252912253141403,
0.04256423935294151,
-0.05021496117115021,
0.05289626866579056,
0.05422236770391464,
0.03776641562581062,
-0.02443966455757618,
-0.023811424151062965,
0.0323583148419857,
0.037973709404468536,
0.05802072957158089,
0.026899775490164757,
-0.056545697152614594,
0.06917890906333923,
-0.029048332944512367,
0.03951425850391388,
0.0760098323225975,
-0.07454390078783035,
-0.056461818516254425,
0.02022983506321907,
-0.05155310034751892,
-0.05666098743677139,
0.025741588324308395,
0.05429826304316521,
-0.062007926404476166,
0.09516590088605881,
0.06359792500734329,
-0.021377749741077423,
0.07396720349788666,
-0.08662495762109756,
-0.023201003670692444,
0.02725975215435028,
0.09440191835165024,
-0.0655023381114006,
-0.03920785337686539,
0.024371525272727013,
-0.06951210647821426,
-0.0380600243806839,
-0.06646079570055008,
-0.05219678580760956,
-0.021733470261096954,
-0.042659610509872437,
-0.043356724083423615,
0.033414170145988464,
0.05577198788523674,
-0.04656028747558594,
-0.01550293155014515,
-0.04476706683635712,
0.024535052478313446,
-0.07312057912349701,
0.052653711289167404,
0.0012067250208929181,
-0.01014750823378563,
0.02583620697259903,
-0.008088071830570698,
0.013041370548307896,
0.05829036235809326,
-0.029388725757598877,
-0.052305880934000015,
-0.07861354947090149,
-0.06672018021345139,
0.08507964760065079,
0.024584652855992317,
0.03901237994432449,
-0.08813749253749847,
0.028726520016789436,
0.02771100215613842,
0.005822531878948212,
0.09855695068836212,
0.08149316161870956,
0.04858852177858353,
0.03103477694094181,
-0.016902459785342216,
-0.01373871136456728,
-0.013760348781943321,
-0.07924670726060867,
-0.06942420452833176,
0.03100418485701084,
0.04544488340616226,
-0.07047207653522491,
-0.06980279833078384,
-0.08594761788845062,
-0.02304616943001747,
0.06143870949745178,
-0.02972610667347908,
-0.048930924385786057,
0.058669764548540115,
0.016354253515601158,
0.05058583617210388,
0.04956228286027908,
0.002628468908369541,
0.016446691006422043,
-0.03231505677103996,
0.1119077131152153,
-0.04350844770669937,
-0.06323761492967606,
0.001136951963417232,
-0.09374792873859406,
0.06310548633337021,
-0.022777024656534195,
0.058009788393974304,
0.01507291104644537,
0.006173376925289631,
0.03466595336794853,
-0.024117955937981606,
0.052629899233579636,
-0.008845326490700245,
-0.03432523459196091,
0.07758965343236923,
0.05127229169011116,
-0.05620378628373146,
0.02803359180688858,
0.029485689476132393,
0.036263979971408844,
-0.0004822301270905882,
0.03502059355378151,
0.07840299606323242,
0.0575958788394928,
-0.027729645371437073,
-0.031996503472328186,
0.08721550554037094,
0.045670025050640106,
-0.04490751028060913,
0.026433007791638374,
-0.10397444665431976,
-0.028840865939855576,
-0.046458203345537186,
-0.09616247564554214,
-0.05640048906207085,
-0.09640728682279587,
0.0007982846000231802,
0.07719641178846359,
-0.02814239077270031,
-0.029831724241375923,
0.04212144762277603,
0.004016744438558817,
0.02053244039416313,
-0.057815663516521454,
-0.05650084838271141,
0.09860294312238693,
-0.07734978944063187,
-0.04699501395225525,
0.007302622776478529,
0.05027124285697937,
-0.06082456186413765,
-0.03915299475193024,
0.020365241914987564,
0.0006673724274151027,
-0.08318953216075897,
0.034108716994524,
0.0005853013135492802,
-0.06515555083751678,
0.09134432673454285,
-0.006164181977510452,
-0.06973685324192047,
0.0024191681295633316,
0.12742583453655243,
-0.11032303422689438,
0.0020997547544538975,
0.04124712198972702,
-0.05812438577413559,
0.07440111041069031,
-0.031964000314474106,
-0.015064369887113571,
0.06467787176370621,
0.04456879571080208,
-0.040700413286685944,
-0.02448241412639618,
0.01966639794409275,
0.037789855152368546,
0.03512391820549965,
0.04235219582915306,
-0.06334278732538223,
0.003865745384246111,
0.029373154044151306,
-0.015016856603324413,
0.05048145353794098,
0.036823149770498276,
-0.03413296863436699,
0.0037817407865077257,
-0.047379203140735626,
-0.05126575008034706,
-0.07621777057647705,
0.06643196195363998,
-0.08854389935731888,
-0.05911954864859581,
0.08254285156726837,
0.055322516709566116,
0.03222315013408661,
0.06083778664469719
] |
Our browser add-on generates a general summary of the Terms and Conditions and
also highlights the most important extracts of the original text ( Link to
full video )
#### Creative inspiration platform
I can’t really say anything about this one. Can you keep a secret though?
It’s about a new application to use and train GAN’s and the demo was really
cool, believe me. It’s gonna be big, so stay tuned!
### ML6 On Steroids
I know people think we at ML6 try to match our consumption of steroids to the
amount of quick tips we externalize. But that’s a lie. We just happen to be
very muscular, you know. 😎
The goal of this pillar is to test side ideas originated from the work we did
on client related projects during the year. The findings from these Xmas
Projects often give the client project an innovative boost, or bring
interesting insights!
#### ML6 Cyber Threat Map
| scraping/output/-2615541418613730807.txt | [
0.007178610656410456,
-0.010855286382138729,
-0.08384458720684052,
-0.003369927406311035,
0.050582922995090485,
-0.03283640369772911,
0.06854654103517532,
0.05641063675284386,
0.060238778591156006,
-0.028619982302188873,
0.012515833601355553,
0.04535174369812012,
0.03777346387505531,
-0.05949756130576134,
-0.018118541687726974,
0.06187891960144043,
0.07202894985675812,
-0.025982458144426346,
-0.04924428090453148,
-0.0736837312579155,
0.035588338971138,
-0.009412464685738087,
-0.068716861307621,
0.04676209017634392,
0.09156903624534607,
0.03354358673095703,
-0.0306764654815197,
-0.0011090144980698824,
0.059906791895627975,
-0.044173285365104675,
-0.029096180573105812,
-0.05617579072713852,
0.054214637726545334,
-0.06399772316217422,
0.07481002062559128,
0.005930588115006685,
-0.0261829923838377,
-0.05206062272191048,
0.043327491730451584,
-0.03969447314739227,
0.0030285955872386694,
0.014816319569945335,
0.06389118731021881,
0.04909910261631012,
0.03735753893852234,
0.05397268757224083,
0.00768187316134572,
0.0850520133972168,
-0.04928756132721901,
-0.039026178419589996,
-0.05024176463484764,
0.0464501716196537,
0.04167845472693443,
0.036411091685295105,
0.04420743137598038,
-0.08149503916501999,
-0.085462287068367,
-0.07598704099655151,
-0.06333482265472412,
0.03999151289463043,
0.06948617845773697,
-0.08454299718141556,
-0.032750844955444336,
0.010068975389003754,
0.08885511010885239,
0.08444652706384659,
0.036495357751846313,
0.055049650371074677,
-0.08765680342912674,
-0.05836357921361923,
-0.04163184016942978,
0.06713830679655075,
0.00017722314805723727,
-0.0650019496679306,
0.021286536008119583,
0.0184453334659338,
-0.006192727014422417,
-0.06066899746656418,
0.04449402540922165,
-0.06217199191451073,
-0.0800154060125351,
0.001288196537643671,
-0.04053053259849548,
0.019811151549220085,
-0.0661223903298378,
0.03383630886673927,
0.05449094995856285,
-0.049596354365348816,
0.06564702093601227,
-0.06337928771972656,
0.06450238078832626,
0.04261850193142891,
-0.010137154720723629,
-0.03718661889433861,
-0.06538639217615128,
-0.07320138067007065,
-0.04820191487669945,
0.07182184606790543,
0.045708782970905304,
-0.06286651641130447,
0.03649357333779335,
-0.07065141946077347,
0.10291106253862381,
-0.07745999842882156,
-0.028588125482201576,
0.05432112142443657,
0.010958588682115078,
-0.07441647350788116,
0.021898511797189713,
-0.08225710690021515,
-0.06079021096229553,
0.0698455274105072,
0.07973390072584152,
0.04580853134393692,
-0.025947205722332,
-0.03659690171480179,
-0.05253930762410164,
-0.04767362028360367,
0.03831148147583008,
-0.07863711565732956,
0.14205649495124817,
-0.034505706280469894,
-0.08594183623790741,
-0.06306041032075882,
-0.050581108778715134,
-0.025035027414560318,
0.00862249918282032,
0.043302640318870544,
0.03023150935769081,
0.015897324308753014,
0.03805055096745491,
0.07535003870725632,
0.030091578140854836,
0.07564454525709152,
0.01073487102985382,
0.10168512165546417,
-0.08107160776853561,
-0.0002077639801427722,
-0.030511638149619102,
-0.034411411732435226,
-0.03845486789941788,
0.06581447273492813,
-0.030173566192388535,
0.06417858600616455,
0.049641598016023636,
0.07104044407606125,
0.07830599695444107,
-0.03033634088933468,
0.06724996119737625,
-0.015886405482888222,
0.061900846660137177,
-0.042002446949481964,
0.05170890688896179,
0.04212085157632828,
0.055828534066677094,
-0.06200109422206879,
-0.08779775351285934,
-0.028279487043619156,
0.028220931068062782,
0.06412273645401001,
-0.03915347903966904,
-0.020224587991833687,
-0.04236312210559845,
-0.0017781422939151525,
-0.031085744500160217,
-0.015460205264389515,
0.028924988582730293,
0.05366261303424835,
-0.0529169999063015,
-0.0682932659983635,
-0.07879555225372314,
0.04315372556447983,
-0.027595143765211105,
0.046767495572566986,
-0.03892936185002327,
0.056522902101278305,
-0.04313863813877106,
0.04610736668109894,
0.049932949244976044,
0.044074926525354385,
-0.060884274542331696,
-0.025225844234228134,
-0.06924549490213394,
-0.07667513191699982,
-0.054341793060302734,
-0.012766306288540363,
-0.051550667732954025,
0.00019876740407198668,
0.046623215079307556,
-0.04195515066385269,
-0.033210866153240204,
0.05750492215156555,
-0.07175009697675705,
-0.0446445532143116,
-0.025745930150151253,
0.0303000770509243,
-0.03894771263003349,
0.03708533197641373,
0.07956187427043915,
0.04001718387007713,
0.024503068998456,
-0.008181336335837841,
0.010010287165641785,
0.032359737902879715,
0.017022088170051575,
-0.00019771294319070876,
-0.03655382990837097,
0.05344938859343529,
-0.01915149949491024,
0.029229924082756042,
0.07002872228622437,
-0.083109550178051,
-0.09478246420621872,
0.020949162542819977,
-0.04785621166229248,
-0.0444008968770504,
0.012185943312942982,
0.09530120342969894,
-0.017143018543720245,
0.07308568060398102,
0.039865415543317795,
-0.0007017534808255732,
0.03726613521575928,
-0.0774155855178833,
-0.007166968658566475,
0.04791688919067383,
0.08782988786697388,
-0.0541914738714695,
-0.0754847452044487,
0.032925378531217575,
-0.04752282053232193,
-0.0548083521425724,
-0.09140025079250336,
-0.050784043967723846,
-0.01708226092159748,
-0.05082566291093826,
-0.002492011059075594,
0.02287696860730648,
0.030606871470808983,
-0.023878008127212524,
-0.06518284976482391,
-0.051361385732889175,
0.011286432854831219,
-0.011012940667569637,
0.08698566257953644,
-0.02719823457300663,
-0.04696736857295036,
0.04713879153132439,
-0.011726168915629387,
0.020677026361227036,
0.03188252076506615,
-0.04162852093577385,
-0.0355398990213871,
-0.0427309051156044,
-0.06868867576122284,
0.0875200405716896,
0.062285903841257095,
0.05849343538284302,
-0.06905905157327652,
0.04923728108406067,
0.029107553884387016,
-0.03915134444832802,
0.09296291321516037,
0.06232772022485733,
0.02079683169722557,
-0.006236285902559757,
-0.03688522428274155,
-0.020104072988033295,
-0.05411174148321152,
-0.045523181557655334,
-0.05359809845685959,
0.04900946468114853,
-0.027919914573431015,
-0.03311602771282196,
-0.02925165928900242,
-0.07052868604660034,
0.008107256144285202,
0.07908189296722412,
-0.046873241662979126,
-0.04092998802661896,
0.07480178028345108,
0.007347809616476297,
0.026906467974185944,
0.07276330888271332,
0.04205033555626869,
-0.009285366162657738,
-0.020169520750641823,
0.07858815044164658,
-0.037743791937828064,
-0.06941895931959152,
-0.017532167956233025,
-0.05334334447979927,
0.0199907124042511,
-0.010716661810874939,
0.09717424213886261,
0.004107257351279259,
-0.011635676957666874,
0.06082569435238838,
-0.045397449284791946,
0.03991261124610901,
0.009957519359886646,
-0.04816858842968941,
0.026901213452219963,
0.06207098066806793,
-0.04366268217563629,
0.009300286881625652,
0.008708440698683262,
0.04138706624507904,
0.0052200318314135075,
0.05536116287112236,
0.03973162919282913,
0.04495259374380112,
-0.03214455023407936,
-0.04506102204322815,
0.054967138916254044,
0.07851037383079529,
-0.028646910563111305,
0.03062761202454567,
-0.10590381920337677,
-0.06110168248414993,
-0.0884094387292862,
-0.07117149233818054,
-0.01813121698796749,
-0.0779215469956398,
0.030417025089263916,
0.03674830123782158,
-0.046016428619623184,
-0.010361275635659695,
0.03452280908823013,
-0.002150872955098748,
0.025502337142825127,
-0.04830259084701538,
-0.004451319109648466,
0.04170754551887512,
-0.06886119395494461,
-0.051522377878427505,
0.024475283920764923,
0.060379769653081894,
-0.06644608080387115,
-0.04052559658885002,
0.009910092689096928,
-0.007005122024565935,
-0.0822768360376358,
0.017557676881551743,
-0.0018350662430748343,
-0.04138418659567833,
0.07492461800575256,
-0.03205670416355133,
-0.03601965308189392,
0.010779879055917263,
0.05728243291378021,
-0.04715811088681221,
-0.0026219943538308144,
0.055534783750772476,
-0.04078862443566322,
0.05671537294983864,
-0.021361028775572777,
-0.03822704404592514,
0.08563046902418137,
0.029944686219096184,
-0.049417104572057724,
0.0037540679331868887,
0.008720767684280872,
0.038551829755306244,
0.03658238798379898,
0.04584864154458046,
-0.04178595915436745,
-0.004647898022085428,
0.03589659556746483,
-0.028624417260289192,
0.06499318778514862,
0.05135160684585571,
-0.04424799978733063,
0.023186486214399338,
-0.042044445872306824,
-0.06411337107419968,
-0.04470648989081383,
0.04001571238040924,
-0.05958207696676254,
-0.06085534021258354,
0.05586476996541023,
0.07678277790546417,
0.042199455201625824,
0.07248521596193314
] |
#### ML6 Cyber Threat Map
Hackers are boring (except the white hat hackers, these peeps are chill).
Because hackers end up trying the same hacks all over, Google Cloud has come
up with a tool called Cloud Armor that is able to protect your applications
from general hacking attacks. Pretty sweet right! We thought it’d be cool to
also visualize where and which attacks we are protected from. Entering the ML6
Cyber Threat Map! If you’re interested, my colleague Rob Vandenberghe already
wrote a blogpost about the topic.
The Threat Map we built on top of Cloud Armor.
#### Multimodal House Price Prediction
We have been building up lots of expertise in the real estate sector, spanning
different clients (including FedNot). When it comes to detecting house prices,
ML practitioners mostly work with classic columnar data. In this Xmas Project
we wanted to find out whether adding visual data or textual data improves
prediction performance.
#### Ping Pong AI | scraping/output/-2615541418613730807.txt | [
0.03762233629822731,
-0.03063768893480301,
-0.07407564669847488,
-0.02720106765627861,
0.0373811349272728,
-0.017157258465886116,
0.04707431420683861,
0.04386979341506958,
0.06407944113016129,
0.0008080934640020132,
0.030817680060863495,
0.009481052868068218,
0.034188318997621536,
-0.03646046668291092,
-0.026537610217928886,
0.06383335590362549,
0.05203092470765114,
-0.015371431596577168,
-0.015346808359026909,
-0.04878322780132294,
0.0038275260012596846,
-0.0009171543060801923,
-0.052388764917850494,
0.04037351533770561,
0.07305669784545898,
0.03973041847348213,
-0.031216107308864594,
-0.016594642773270607,
0.06665416061878204,
-0.024000726640224457,
-0.017479978501796722,
-0.009348591789603233,
0.024081993848085403,
-0.05916339531540871,
0.08283129334449768,
0.01132887788116932,
-0.023523444309830666,
-0.023796645924448967,
0.031591493636369705,
-0.02499285340309143,
0.01467207632958889,
0.027788281440734863,
0.0530313178896904,
0.04542679339647293,
0.022277703508734703,
0.06435442715883255,
-0.0346967913210392,
0.04130703583359718,
-0.049609337002038956,
-0.020389847457408905,
-0.03967458754777908,
0.04734759032726288,
0.022051339969038963,
0.021302687004208565,
0.06282064318656921,
-0.04465406388044357,
-0.07608619332313538,
-0.0862613096833229,
-0.06467723846435547,
0.03401883319020271,
0.05124516785144806,
-0.04214997589588165,
-0.022995078936219215,
0.028483513742685318,
0.09814578294754028,
0.05996505916118622,
0.0043666367419064045,
0.039041996002197266,
-0.06514044106006622,
-0.014994926750659943,
-0.033442288637161255,
0.042319025844335556,
-0.01730799302458763,
-0.07449950277805328,
0.04167092964053154,
0.03115152381360531,
0.014724678359925747,
-0.0724514052271843,
0.003375197295099497,
-0.013727007433772087,
-0.07969792187213898,
-0.04488078132271767,
-0.02838461473584175,
0.04503559693694115,
-0.06010137125849724,
0.11064673215150833,
0.06458555161952972,
-0.033171363174915314,
0.05929125100374222,
-0.03713996335864067,
0.031292881816625595,
0.06366714835166931,
-0.03694871813058853,
-0.07962460815906525,
-0.03332941606640816,
-0.08510211855173111,
-0.07210636883974075,
0.05753516033291817,
0.09272990375757217,
-0.06018541380763054,
0.05431351438164711,
-0.051725901663303375,
0.07318612933158875,
-0.07330013066530228,
-0.052832286804914474,
0.051828864961862564,
0.035497501492500305,
-0.07379699498414993,
0.03631702437996864,
-0.12453068047761917,
-0.05480300262570381,
0.06099772825837135,
0.09612278640270233,
0.028910117223858833,
-0.07222504168748856,
-0.04105067998170853,
0.0003202548250555992,
-0.016387853771448135,
0.032065149396657944,
-0.021465864032506943,
0.09151832014322281,
-0.04571224004030228,
-0.053966037929058075,
-0.0991923063993454,
-0.036207400262355804,
-0.013336611911654472,
0.011076311580836773,
0.03430484980344772,
-0.002084053587168455,
0.03376936540007591,
0.028034575283527374,
0.026240691542625427,
0.05157504230737686,
0.03480369597673416,
0.06879165768623352,
0.08181241154670715,
-0.04316277056932449,
0.027838002890348434,
-0.042222850024700165,
-0.08128023147583008,
-0.025446800515055656,
0.10241067409515381,
-0.020388802513480186,
0.049553707242012024,
0.058141257613897324,
0.03664053976535797,
0.09466981142759323,
-0.07917623221874237,
0.05746328458189964,
0.00944171566516161,
0.06702973693609238,
-0.013103324919939041,
0.057389311492443085,
-0.00868054386228323,
0.05694691836833954,
-0.05745059996843338,
-0.11392395943403244,
-0.054886896163225174,
0.043464042246341705,
0.07845455408096313,
-0.0624493733048439,
-0.029036566615104675,
-0.06663905829191208,
0.02427242323756218,
-0.04266893491148949,
-0.05873522162437439,
0.030744818970561028,
0.04113397002220154,
-0.06421952694654465,
-0.046525660902261734,
-0.05333833396434784,
0.06494805216789246,
-0.04271755740046501,
0.05709214136004448,
-0.04679248109459877,
0.07554266601800919,
-0.05985027551651001,
0.036586880683898926,
0.07075196504592896,
0.06777824461460114,
-0.05120653659105301,
-0.0031090613920241594,
-0.0871020033955574,
-0.055467743426561356,
-0.0779205933213234,
-0.011623084545135498,
-0.05474809184670448,
0.023855693638324738,
0.030619770288467407,
-0.025573117658495903,
-0.04125517979264259,
0.005581780336797237,
-0.06983550637960434,
-0.03774287551641464,
-0.034363798797130585,
0.027467606589198112,
-0.02771443873643875,
0.03292232006788254,
0.037648461759090424,
0.05122440308332443,
0.022115347906947136,
-0.0164352934807539,
0.024176498875021935,
0.03549288958311081,
0.00951958354562521,
-0.0038204207085072994,
-0.048128098249435425,
0.04515353590250015,
-0.02273150533437729,
-0.0007373570115305483,
0.07277760654687881,
-0.07166963070631027,
-0.08122584968805313,
0.06305142492055893,
-0.01284373551607132,
-0.043586257845163345,
0.00484051089733839,
0.07861407101154327,
-0.03096665069460869,
0.03446885570883751,
0.039749715477228165,
-0.022684046998620033,
0.050965212285518646,
-0.08404769003391266,
-0.008172322064638138,
0.029129549860954285,
0.05461961776018143,
-0.07279542088508606,
-0.07941032201051712,
0.03174945339560509,
-0.08984532952308655,
-0.061564892530441284,
-0.06597161293029785,
-0.0419626347720623,
-0.02622772380709648,
-0.0352049246430397,
-0.03064943477511406,
0.0017768931575119495,
0.03403022885322571,
-0.02219831943511963,
-0.0768301859498024,
-0.04071291163563728,
0.026501577347517014,
0.0007689378689974546,
0.0669691413640976,
-0.03694268688559532,
-0.011772453784942627,
0.026849547401070595,
-0.011417736299335957,
0.043967120349407196,
0.05681712552905083,
-0.0028245607390999794,
-0.04779551923274994,
-0.04343955218791962,
-0.06119643524289131,
0.06383708864450455,
0.0867738351225853,
0.07371547073125839,
-0.04027184471487999,
0.0503704696893692,
0.03279741853475571,
-0.015688370913267136,
0.0845799446105957,
0.06796897202730179,
0.0025520571507513523,
-0.01839607208967209,
-0.0410362184047699,
-0.047493066638708115,
-0.059533990919589996,
-0.041124794632196426,
-0.10167979449033737,
0.016615156084299088,
-0.02619628794491291,
-0.04122387617826462,
-0.06753174960613251,
-0.08388533443212509,
0.018522296100854874,
0.08645480126142502,
-0.04011473432183266,
-0.04034888371825218,
0.0500386506319046,
0.01446278765797615,
0.04158094897866249,
0.05478314310312271,
0.028879057615995407,
-0.04124560207128525,
-0.016988631337881088,
0.08467426896095276,
-0.015973251312971115,
-0.014779399149119854,
-0.06845398992300034,
-0.030255397781729698,
0.011261715553700924,
-0.050212323665618896,
0.07810226082801819,
0.03727497532963753,
0.004063453525304794,
0.0654321163892746,
-0.06028185039758682,
0.03728277236223221,
-0.012129547074437141,
-0.06992924213409424,
0.022384461015462875,
0.03760095685720444,
-0.03721482679247856,
0.036642156541347504,
0.07082907110452652,
0.031848613172769547,
0.06682633608579636,
0.03913017734885216,
0.09429774433374405,
0.04266822338104248,
-0.04800484701991081,
-0.014692457392811775,
0.04103244096040726,
0.07217036187648773,
-0.03807652369141579,
0.015878241509199142,
-0.09411361813545227,
-0.05310039222240448,
-0.060858797281980515,
-0.08919499814510345,
-0.03481140732765198,
-0.0475219301879406,
0.03897837549448013,
0.07990685850381851,
-0.05995747819542885,
-0.004609827883541584,
0.06512914597988129,
-0.0015056460397318006,
0.022092154249548912,
-0.03398646041750908,
-0.0408431701362133,
0.05005297809839249,
-0.07331334054470062,
-0.07028981298208237,
0.014935177750885487,
0.07185531407594681,
-0.08845888823270798,
-0.03151584044098854,
0.039687614887952805,
0.008976446464657784,
-0.09371870011091232,
0.03878985717892647,
-0.03777271881699562,
-0.04459298029541969,
0.07350979000329971,
-0.011416698805987835,
-0.02940572053194046,
0.03115979954600334,
0.09006461501121521,
-0.08182557672262192,
0.01218343060463667,
0.06683293730020523,
-0.05573621764779091,
0.07371684908866882,
-0.03399181738495827,
-0.03898487612605095,
0.07489018887281418,
0.03847406432032585,
-0.04748174548149109,
0.0019877536687999964,
0.03700513765215874,
0.05418196693062782,
0.04653264209628105,
0.04320165142416954,
-0.021064527332782745,
0.018018510192632675,
0.026005294173955917,
-0.04989488050341606,
0.05665279179811478,
0.023888325318694115,
-0.05748423933982849,
0.024376217275857925,
-0.04020477458834648,
-0.07262793928384781,
-0.0335838608443737,
0.012411066330969334,
-0.04569940268993378,
-0.07835026830434799,
0.03100893832743168,
0.049333855509757996,
0.047961167991161346,
0.08200117945671082
] |
#### Ping Pong AI
At ML6 we not only like to do sports together, but also work on sports data
together! We’ve done multiple projects in the sports sector, including a
really interesting football match analytics use-case. Over the years we found
out that sports including small objects (particular ball sports mostly)
involve extra complexities. No better sport to do analysis for than ping-pong
in that regard! During this Xmas Project we have been looking into both the
audio and visual aspects for registration and event detection.
A game of table tennis ( full video ) analyzed by the tools we’ve set up!
Video source: OpenTTGames dataset.
### Conclusion | scraping/output/-2615541418613730807.txt | [
0.0455319806933403,
-0.004351759795099497,
-0.06262820214033127,
-0.052281033247709274,
0.044372085481882095,
-0.012338060885667801,
0.018116632476449013,
0.030449040234088898,
0.04441037029027939,
0.008196423761546612,
0.06967508047819138,
0.021275687962770462,
0.0737927109003067,
-0.03856173902750015,
-0.042335931211709976,
0.0718831792473793,
0.039629511535167694,
-0.034581612795591354,
-0.033334046602249146,
-0.01634431630373001,
0.0029005224350839853,
0.01132219098508358,
-0.03157811984419823,
0.02860071137547493,
0.09321096539497375,
0.01656283624470234,
-0.04350220412015915,
-0.024943100288510323,
0.04116818681359291,
-0.0903351828455925,
0.009896162897348404,
-0.005072377156466246,
0.04718044772744179,
-0.05822675675153732,
0.07898014783859253,
0.01701202616095543,
-0.06020142510533333,
-0.06756342202425003,
0.0387328676879406,
-0.0404321551322937,
-0.012340192683041096,
0.033341459929943085,
0.05589095875620842,
0.027073724195361137,
0.04553431645035744,
0.06112578883767128,
-0.00751607958227396,
0.028803879395127296,
-0.04698736593127251,
-0.02591693215072155,
-0.009469006210565567,
0.07744674384593964,
0.0287812277674675,
0.0490737222135067,
0.03163020312786102,
-0.04711667075753212,
-0.05344650521874428,
-0.07462258636951447,
-0.05457548797130585,
0.039799440652132034,
0.05588897317647934,
-0.022114086896181107,
0.008763554506003857,
0.028159715235233307,
0.08245920389890671,
0.046442873775959015,
0.036862581968307495,
0.059742800891399384,
-0.11611369252204895,
-0.03822867572307587,
-0.04958382621407509,
0.04211380332708359,
-0.03658674284815788,
-0.06040356308221817,
0.0077865407802164555,
0.04080694168806076,
0.022541364654898643,
-0.05413055047392845,
0.0410018116235733,
-0.010560651309788227,
-0.06323166191577911,
-0.04805758595466614,
-0.03595241904258728,
0.0677301287651062,
-0.03941502794623375,
0.056488946080207825,
0.09570994228124619,
-0.0739741101861,
0.08083092421293259,
-0.003741313237696886,
0.03403586521744728,
0.025863030925393105,
-0.05302250385284424,
-0.016166767105460167,
-0.09370312094688416,
-0.05689551681280136,
-0.053733013570308685,
0.09877175837755203,
0.07315003871917725,
-0.04125422611832619,
0.059893518686294556,
-0.018751133233308792,
0.09083902835845947,
-0.06475286185741425,
-0.058411527425050735,
0.04380134493112564,
0.0478004515171051,
-0.09363096207380295,
0.02866721712052822,
-0.08018706738948822,
-0.05570380017161369,
0.0603407546877861,
0.07430146634578705,
0.028594858944416046,
-0.08033128082752228,
-0.015762755647301674,
-0.045454543083906174,
-0.03720826283097267,
0.06465539336204529,
-0.04230958968400955,
0.09448597580194473,
-0.028480783104896545,
-0.08386513590812683,
-0.0849471315741539,
-0.05076753720641136,
-0.030577095225453377,
-0.029357708990573883,
0.04738519713282585,
0.04386468231678009,
-0.0026817794423550367,
-0.005391942802816629,
0.034724704921245575,
0.030904263257980347,
0.07127224653959274,
0.07771459966897964,
0.06558413803577423,
-0.0641014575958252,
0.06214992702007294,
-0.047463759779930115,
-0.04903281852602959,
-0.04520118981599808,
0.1218721941113472,
-0.000784828735049814,
0.04355228692293167,
0.056191008538007736,
0.020037077367305756,
0.06560652703046799,
-0.06340264528989792,
0.039196353405714035,
-0.01478797011077404,
0.057236578315496445,
-0.033880315721035004,
0.06200900673866272,
0.07393886148929596,
0.06965381652116776,
-0.0186038576066494,
-0.09125708788633347,
-0.0646265521645546,
0.03757356479763985,
0.04479632526636124,
-0.0562310628592968,
-0.020380498841404915,
-0.08967114239931107,
-0.005589150357991457,
-0.04179230332374573,
-0.05384596809744835,
0.005432466976344585,
0.05003959313035011,
-0.02597757987678051,
-0.02148795686662197,
-0.06337457150220871,
0.05118558928370476,
-0.03176048398017883,
0.04864833503961563,
0.003232605056837201,
0.03738419711589813,
-0.04864155873656273,
0.014976098202168941,
0.07659348100423813,
0.0328526496887207,
-0.016618480905890465,
0.0011798321502283216,
-0.09446562081575394,
-0.060327183455228806,
-0.05685567110776901,
-0.04244491457939148,
-0.058842625468969345,
0.006396664772182703,
0.04278592765331268,
-0.01774703897535801,
-0.011680373921990395,
0.025312373414635658,
-0.07975166290998459,
-0.05685792863368988,
-0.027857713401317596,
0.050729647278785706,
-0.04467892274260521,
0.006059892475605011,
0.012071838602423668,
0.04088339954614639,
-0.014501539058983326,
-0.05424041301012039,
0.015289894305169582,
0.02543107606470585,
0.005130109377205372,
0.0004168633313383907,
-0.03765176981687546,
0.06408745795488358,
-0.03083832748234272,
0.05194699764251709,
0.054440177977085114,
-0.058046046644449234,
-0.07706920802593231,
0.05171303078532219,
-0.03834034129977226,
-0.016471249982714653,
0.009449616074562073,
0.1075538769364357,
-0.03977763652801514,
0.08130403608083725,
0.012323291972279549,
-0.04203864932060242,
0.04039985314011574,
-0.07648837566375732,
-0.02889595553278923,
0.06689288467168808,
0.09052349627017975,
-0.07365856319665909,
-0.04743237420916557,
0.0035458446945995092,
-0.05722571536898613,
-0.01918300986289978,
-0.0210819523781538,
-0.06715509295463562,
-0.04496053606271744,
-0.028399072587490082,
-0.006787233520299196,
0.003190926043316722,
-0.016440173611044884,
-0.039492178708314896,
-0.03253074362874031,
-0.057681724429130554,
0.05145794898271561,
-0.025224005803465843,
0.0646049827337265,
-0.068288154900074,
-0.02829502336680889,
0.04546438157558441,
-0.023719968274235725,
0.01525492686778307,
0.06476102024316788,
-0.024995073676109314,
-0.0450504794716835,
-0.08462505042552948,
-0.0022490385454148054,
0.08351219445466995,
0.0919916108250618,
0.036290351301431656,
-0.019099276512861252,
0.03673947602510452,
-0.021952999755740166,
-0.014108165167272091,
0.0555773489177227,
0.04783539101481438,
0.011691320687532425,
0.007278736215084791,
-0.011858116835355759,
-0.05143822729587555,
-0.041672252118587494,
-0.03425280377268791,
-0.0711311399936676,
0.05501729995012283,
0.0017716013826429844,
-0.05119483172893524,
-0.05354858934879303,
-0.04789067059755325,
0.02457658387720585,
0.05651292949914932,
-0.07249186933040619,
-0.032824620604515076,
0.033881500363349915,
-0.00017392673180438578,
0.029880981892347336,
0.035423643887043,
0.014146477915346622,
-0.01340495701879263,
-0.07418476790189743,
0.10296456515789032,
-0.021191418170928955,
-0.060167331248521805,
-0.061712730675935745,
-0.045110128819942474,
0.03187670186161995,
-0.02965587005019188,
0.06881826370954514,
0.04684535413980484,
0.0022465912625193596,
0.05870017036795616,
-0.046936776489019394,
0.024776790291070938,
-0.017303090542554855,
-0.07286795228719711,
0.03805391862988472,
0.06143680214881897,
-0.0378786101937294,
0.07929013669490814,
0.022481607273221016,
0.05693235248327255,
0.04315081983804703,
0.040440645068883896,
0.06056986376643181,
0.0448458194732666,
-0.0680629312992096,
-0.05184990540146828,
0.04279393330216408,
0.0868980810046196,
-0.017387937754392624,
0.010846848599612713,
-0.08604393154382706,
-0.029156487435102463,
-0.06122877821326256,
-0.08826689422130585,
-0.030165240168571472,
-0.03528289869427681,
0.058302007615566254,
0.051542654633522034,
-0.04622259363532066,
-0.02922014147043228,
0.05530892685055733,
-0.007908730767667294,
0.03250284492969513,
-0.06089068949222565,
-0.07095055282115936,
0.04854839667677879,
-0.06027304008603096,
-0.05048726126551628,
-0.00138193613383919,
0.08005660027265549,
-0.07829181849956512,
-0.048484962433576584,
-0.016221631318330765,
0.042531274259090424,
-0.08749938011169434,
0.02141992747783661,
-0.07043525576591492,
-0.03296731784939766,
0.13037003576755524,
-0.021173883229494095,
-0.03786049410700798,
-0.02472972497344017,
0.08527792245149612,
-0.07667873799800873,
0.011916537769138813,
0.0849091112613678,
-0.06054017320275307,
0.11578645557165146,
-0.06426117569208145,
-0.046141721308231354,
0.08535155653953552,
0.05841755494475365,
-0.021755853667855263,
-0.01419181376695633,
0.020103398710489273,
0.04364866763353348,
0.011832503601908684,
0.035555411130189896,
-0.010056810453534126,
-0.010269186459481716,
0.015135309658944607,
-0.05646265670657158,
0.0700707957148552,
0.025286927819252014,
-0.02628592774271965,
0.002651542890816927,
-0.03882993757724762,
-0.07310902327299118,
-0.03173556923866272,
0.041492264717817307,
-0.04150189831852913,
-0.029324384406208992,
0.013929086737334728,
0.011735831387341022,
0.06532593071460724,
0.05988902598619461
] |
A game of table tennis ( full video ) analyzed by the tools we’ve set up!
Video source: OpenTTGames dataset.
### Conclusion
For four years in a row, ML6 halts their typical business and undergoes a
transformation from a specialized AI consultancy firm to a multi-week
hackathon facilitator in which ML6 agents get to spend time on projects they
feel most attracted to. Both parts of this duality contribute to what we do
best: accelerate intelligence.
Xmas Projects are great. They are innovative by nature and enable people to
think atypical and big. The way we designed Xmas Projects ensures that we are
challenged in aspects we simply don’t see popping up in our daily jobs, are
able to make a social impact and have a lot of fun at the same time.
Personally speaking, I think it’s one of the most enjoyable and rewarding
parts of working at ML6.
What’s keeping you from organising a similar concept in your organisation, or
joining us?
## Related posts
View all | scraping/output/-2615541418613730807.txt | [
0.00911695696413517,
0.023574473336338997,
-0.07927880436182022,
-0.004200959578156471,
0.043212633579969406,
-0.015046577900648117,
0.03083030693233013,
0.05031755566596985,
0.0756639838218689,
0.030684947967529297,
0.04055158048868179,
0.026987800374627113,
0.052324943244457245,
-0.04031439125537872,
-0.019980816170573235,
0.05014379322528839,
0.05571838840842247,
-0.0382249541580677,
-0.04102790728211403,
-0.05896485596895218,
-0.028116434812545776,
0.015130282379686832,
-0.02473651058971882,
0.023565635085105896,
0.07707355916500092,
0.06806986033916473,
-0.06156998127698898,
-0.02367769367992878,
0.04918614774942398,
-0.0730719119310379,
-0.008444644510746002,
-0.03788086399435997,
0.05057069659233093,
-0.06675723195075989,
0.0555373914539814,
-0.008345404639840126,
-0.03869225084781647,
-0.04673059657216072,
0.03578631579875946,
-0.10197342932224274,
-0.04608900845050812,
0.03467940166592598,
0.04398840665817261,
0.017892174422740936,
0.036798350512981415,
0.06423843652009964,
-0.01879793591797352,
0.04194767028093338,
-0.0695604532957077,
-0.0352214016020298,
-0.024951303377747536,
0.05545777082443237,
0.04500926658511162,
0.04879843816161156,
0.009114691987633705,
-0.06825689971446991,
-0.06236353889107704,
-0.10127337276935577,
-0.035416580736637115,
0.043930716812610626,
0.06813159584999084,
-0.03721030429005623,
-0.008165541104972363,
0.031064053997397423,
0.07920251786708832,
0.06367920339107513,
0.026476286351680756,
0.05797681584954262,
-0.06718650460243225,
-0.06077133119106293,
-0.04918372258543968,
0.060908496379852295,
-0.02195218950510025,
-0.060035865753889084,
-0.0009850675705820322,
0.04841998592019081,
0.015052368864417076,
-0.06702859699726105,
0.023684488609433174,
-0.01429449487477541,
-0.06861665844917297,
-0.04844515398144722,
-0.036864832043647766,
0.022279055789113045,
-0.06590332835912704,
0.04118465632200241,
0.05590882524847984,
-0.038194265216588974,
0.08750838786363602,
-0.02905210852622986,
0.0635705292224884,
0.021735629066824913,
-0.0178849995136261,
-0.0277719646692276,
-0.058346375823020935,
-0.08200791478157043,
-0.044435955584049225,
0.05841505154967308,
0.08170409500598907,
-0.026604805141687393,
0.07454939931631088,
-0.04457155615091324,
0.08831875771284103,
-0.06294683367013931,
-0.050342194736003876,
0.03797310218214989,
0.02594311162829399,
-0.07111708074808121,
0.01743829995393753,
-0.05399220436811447,
-0.06297725439071655,
0.06817992776632309,
0.1001070961356163,
0.01604463718831539,
-0.047638073563575745,
-0.03211238235235214,
-0.05249031260609627,
-0.07682732492685318,
0.03534829244017601,
-0.04996710270643234,
0.13422557711601257,
-0.051435600966215134,
-0.06317431479692459,
-0.0664617195725441,
-0.03967875614762306,
-0.03248199075460434,
-0.012742845341563225,
0.06879176944494247,
0.04337932541966438,
0.04041198268532753,
0.004837427753955126,
0.030109861865639687,
0.037172090262174606,
0.02610943838953972,
0.06525934487581253,
0.07957009971141815,
-0.0438757948577404,
0.03276517614722252,
-0.021733753383159637,
-0.034962158650159836,
-0.059609610587358475,
0.08183228224515915,
-0.013492157682776451,
0.05743800848722458,
0.05969735607504845,
0.052810508757829666,
0.11899552494287491,
-0.0849575474858284,
0.048933595418930054,
-0.01817094162106514,
0.07790496200323105,
-0.0222780741751194,
0.07851170748472214,
0.04611630365252495,
0.041765451431274414,
-0.035572487860918045,
-0.0766616240143776,
-0.016476474702358246,
0.030739538371562958,
0.04103733226656914,
-0.06955026090145111,
-0.022733386605978012,
-0.06256627291440964,
-0.006737445946782827,
-0.0485495962202549,
-0.023735953494906425,
0.003514554351568222,
0.05607591196894646,
-0.03778897225856781,
-0.023591898381710052,
-0.07786120474338531,
0.04764899984002113,
-0.05587310343980789,
0.10813713073730469,
-0.019011564552783966,
0.060715146362781525,
-0.057307168841362,
0.018340522423386574,
0.056439150124788284,
0.03794146329164505,
-0.07139315456151962,
-0.025430599227547646,
-0.08220688998699188,
-0.05563945695757866,
-0.048288166522979736,
-0.032017432153224945,
-0.0885392278432846,
0.002162670949473977,
0.03849227353930473,
-0.024649566039443016,
0.03655499964952469,
0.02779274806380272,
-0.058989670127630234,
-0.06423429399728775,
-0.006611184682697058,
0.06268086284399033,
-0.010612104088068008,
0.034560125321149826,
0.061764925718307495,
0.028065532445907593,
0.006923729088157415,
-0.05857228860259056,
0.023972202092409134,
0.03445078060030937,
0.03018825873732567,
-0.006508043967187405,
-0.03621181100606918,
0.06144653633236885,
-0.03505556285381317,
0.04296216741204262,
0.07013358920812607,
-0.087748683989048,
-0.07690074294805527,
0.013529927469789982,
0.018218455836176872,
-0.029759833589196205,
0.003056928515434265,
0.09314507991075516,
-0.03956862911581993,
0.05676116421818733,
0.030188797041773796,
-0.022474953904747963,
0.026284081861376762,
-0.0921144112944603,
-0.016738634556531906,
0.05860182270407677,
0.06461545079946518,
-0.05373770743608475,
-0.02743604965507984,
0.0337044782936573,
-0.07233288139104843,
-0.02701050415635109,
-0.012455511838197708,
-0.062250059098005295,
-0.023594321683049202,
-0.03948395326733589,
-0.008119575679302216,
0.03888824209570885,
0.04824652522802353,
-0.07231447845697403,
-0.0700821503996849,
-0.053035348653793335,
0.008724511601030827,
-0.04357312247157097,
0.0659242570400238,
-0.02808811515569687,
-0.046157293021678925,
0.01605253294110298,
-0.04201797395944595,
0.014574066735804081,
0.06858555227518082,
-0.01921485736966133,
-0.029930302873253822,
-0.04333061724901199,
-0.027315495535731316,
0.08728785067796707,
0.08274835348129272,
0.04635031148791313,
-0.0631352886557579,
0.02043660171329975,
0.00999604444950819,
-0.011941332370042801,
0.05581582710146904,
0.04286379739642143,
0.00979752279818058,
-0.00702052004635334,
-0.025225628167390823,
-0.061684995889663696,
-0.05810047313570976,
-0.06725400686264038,
-0.0954662635922432,
0.02117987908422947,
0.022516563534736633,
-0.019052278250455856,
-0.048410117626190186,
-0.03729306906461716,
-0.009664097800850868,
0.06022500991821289,
-0.07679026573896408,
-0.016584187746047974,
0.05425902083516121,
0.007875446230173111,
-0.022848928347229958,
0.048002999275922775,
0.03341417759656906,
-0.02572990581393242,
-0.054210469126701355,
0.0916791558265686,
0.01084004994481802,
-0.07527325302362442,
-0.03323158249258995,
-0.07971840351819992,
0.030626904219388962,
0.01690138876438141,
0.07558977603912354,
0.028000425547361374,
-0.0015934796538203955,
0.046483851969242096,
-0.06881596893072128,
0.03986983746290207,
-0.01718049682676792,
-0.04750502109527588,
0.04524524509906769,
0.06573191285133362,
-0.04271620139479637,
0.03842989727854729,
0.015058794058859348,
0.05931685492396355,
0.06381036341190338,
0.036799583584070206,
0.03503074124455452,
0.04945164918899536,
-0.039501018822193146,
-0.048342544585466385,
0.05250875651836395,
0.06681757420301437,
-0.04197746887803078,
0.04069022089242935,
-0.06484426558017731,
-0.046829041093587875,
-0.03312371298670769,
-0.08310753107070923,
-0.02002083882689476,
-0.06023150309920311,
0.048441704362630844,
0.06795459985733032,
-0.070991151034832,
-0.023960500955581665,
0.036780357360839844,
-0.007578469812870026,
0.04903833568096161,
-0.030678384006023407,
-0.059086695313453674,
0.06656765937805176,
-0.07826879620552063,
-0.02387450449168682,
0.02142738178372383,
0.08326182514429092,
-0.06805591285228729,
-0.046264056116342545,
-0.011595307849347591,
-0.0006788632599636912,
-0.07044912874698639,
0.043359871953725815,
-0.04399123415350914,
-0.06735165417194366,
0.07621069252490997,
-0.029967112466692924,
-0.07152827084064484,
-0.011986696161329746,
0.12172836810350418,
-0.06962522119283676,
0.014849196188151836,
0.05991442874073982,
-0.06528972089290619,
0.09787280857563019,
-0.057277075946331024,
-0.04548874497413635,
0.0918804183602333,
0.07431269437074661,
-0.04397289454936981,
-0.026161115616559982,
0.03934236615896225,
0.03529122471809387,
0.034830447286367416,
0.055260322988033295,
-0.0217776857316494,
0.01579027809202671,
0.03233488276600838,
-0.03470360487699509,
0.07278624922037125,
0.04227035492658615,
-0.02483207732439041,
0.015843069180846214,
-0.03605971485376358,
-0.0807376354932785,
-0.012844054028391838,
-0.0018587730592116714,
-0.04711947590112686,
-0.02702585607767105,
0.01437821239233017,
0.040447890758514404,
0.04455931857228279,
0.07566525042057037
] |
What’s keeping you from organising a similar concept in your organisation, or
joining us?
## Related posts
View all
No results found.
There are no results with this criteria. Try changing your search.
Large Language Model
Large Language Model
Foundation Models
Foundation Models
Corporate
Corporate
People
People
Structured Data
Structured Data
Chat GPT
Chat GPT
Sustainability
Sustainability
Voice & Sound
Voice & Sound
Front-End Development
Front-End Development
Data Protection & Security
Data Protection & Security
Responsible/ Ethical AI
Responsible/ Ethical AI
Infrastructure
Infrastructure
Hardware & sensors
Hardware & sensors
MLOps
MLOps
Generative AI
Generative AI
Natural language processing
Natural language processing
Computer vision
Computer vision
Accelerating businesses with AI technology & experts
Contact:
[email protected]
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy | scraping/output/-2615541418613730807.txt | [
0.038184475153684616,
-0.012722515501081944,
-0.041175615042448044,
-0.037273555994033813,
0.05822520703077316,
-0.042761340737342834,
0.06577245146036148,
0.059353429824113846,
0.043493304401636124,
-0.017851417884230614,
0.03043435327708721,
0.022395232692360878,
0.05766342580318451,
-0.03830597922205925,
-0.03244452923536301,
0.06342960894107819,
0.047095466405153275,
-0.04932592436671257,
-0.014741250313818455,
-0.07243815064430237,
0.02336002141237259,
0.009374753572046757,
-0.063939668238163,
0.05159396678209305,
0.07850446552038193,
0.044813372194767,
-0.06955072283744812,
-0.014460195787250996,
0.034278079867362976,
-0.03962259367108345,
-0.011236471123993397,
-0.05407850816845894,
0.056700848042964935,
-0.0685293897986412,
0.01221173070371151,
-0.006893133744597435,
-0.03210695460438728,
-0.04161771386861801,
0.0722784772515297,
-0.08344200998544693,
-0.013718404807150364,
0.06430400907993317,
0.01797252520918846,
0.04459546133875847,
0.014431287534534931,
0.054873835295438766,
-0.028850438073277473,
0.06057604029774666,
-0.015535959973931313,
-0.03887229040265083,
-0.0656798779964447,
0.053329143673181534,
0.039364855736494064,
0.0362299382686615,
0.03998776525259018,
-0.08468645066022873,
-0.07073889672756195,
-0.08178906887769699,
-0.03478791564702988,
0.04765762388706207,
0.056963205337524414,
-0.07489610463380814,
-0.005417803302407265,
0.03669107332825661,
0.07485166192054749,
0.07176226377487183,
0.0038035069592297077,
0.023362593725323677,
-0.08083032071590424,
-0.05386536940932274,
-0.05514203757047653,
0.07429086416959763,
0.005207753740251064,
-0.06117308512330055,
-0.002597648650407791,
0.022100020200014114,
-0.005649704951792955,
-0.05885692685842514,
0.03964734077453613,
-0.036359645426273346,
-0.06689636409282684,
-0.03781063109636307,
-0.039129339158535004,
0.009138844907283783,
-0.07508809864521027,
0.06865188479423523,
0.058094512671232224,
-0.0522448904812336,
0.06388907134532928,
-0.03242764621973038,
0.028599755838513374,
0.05672644451260567,
-0.058556076139211655,
-0.05821160227060318,
-0.02451232448220253,
-0.0923391804099083,
-0.040025997906923294,
0.06554615497589111,
0.05968451499938965,
-0.058932214975357056,
0.0676988884806633,
-0.048613350838422775,
0.0771174430847168,
-0.06481973826885223,
-0.038150593638420105,
0.025165461003780365,
0.02268620952963829,
-0.07619325816631317,
0.02879742719233036,
-0.0698951929807663,
-0.08555816859006882,
0.07005223631858826,
0.0799301490187645,
0.04177599027752876,
-0.024971971288323402,
-0.012493903748691082,
-0.0300936009734869,
-0.04319291561841965,
0.008751538582146168,
-0.02399037405848503,
0.10620161145925522,
-0.06220963969826698,
-0.07835179567337036,
-0.0704515129327774,
-0.043162837624549866,
-0.021843142807483673,
-0.017753994092345238,
0.038650985807180405,
0.013926899991929531,
0.025430789217352867,
-0.005502368323504925,
0.022280581295490265,
0.03864259645342827,
0.06007666140794754,
0.061679381877183914,
0.0884152501821518,
-0.07599157094955444,
-0.019891561940312386,
-0.04367627575993538,
-0.03519175574183464,
-0.04924364387989044,
0.045306313782930374,
-0.03753211349248886,
0.05681250989437103,
0.05386590212583542,
0.00886913575232029,
0.08137201517820358,
-0.05899381265044212,
0.05291343852877617,
-0.017019841820001602,
0.09384573996067047,
-0.009298908524215221,
0.0926559790968895,
0.04058951884508133,
0.032160982489585876,
-0.034753259271383286,
-0.08190622925758362,
-0.04077992960810661,
0.03240988776087761,
0.03639492020010948,
-0.0563848577439785,
-0.05376715958118439,
-0.05043667554855347,
0.0038554153870791197,
-0.043093711137771606,
-0.0028752766083925962,
0.04717381298542023,
0.0680607408285141,
-0.051341407001018524,
-0.06712569296360016,
-0.08547881245613098,
0.032174598425626755,
-0.04283526539802551,
0.06745374202728271,
-0.016752874478697777,
0.04831255227327347,
-0.031299639493227005,
0.04877709597349167,
0.03657320886850357,
0.07809846103191376,
-0.08756253123283386,
-0.01676013134419918,
-0.08266087621450424,
-0.07001570612192154,
-0.05820123851299286,
-0.06396088004112244,
-0.023335687816143036,
0.03103036992251873,
0.01236837450414896,
-0.0394941046833992,
0.03830770403146744,
0.04214814305305481,
-0.048362135887145996,
-0.061813998967409134,
-0.05073574185371399,
0.03903179243206978,
-0.030831262469291687,
0.051940105855464935,
0.05690615624189377,
0.06300470978021622,
0.0010844167554751039,
-0.007598428521305323,
0.01107968483120203,
0.05666576325893402,
0.06094202771782875,
-0.00449720211327076,
-0.02508443593978882,
0.06544264405965805,
-0.030327169224619865,
0.04590710625052452,
0.05111737549304962,
-0.05608074739575386,
-0.05912505090236664,
0.02950090356171131,
0.029572254046797752,
-0.04113994538784027,
0.0201930683106184,
0.08646111190319061,
-0.04747926816344261,
0.046101123094558716,
0.030862294137477875,
-0.027084192261099815,
0.07393694669008255,
-0.07653504610061646,
0.0066800168715417385,
0.03598519414663315,
0.07011701166629791,
-0.058420579880476,
-0.03458156809210777,
0.041199781000614166,
-0.08656302094459534,
-0.06151153892278671,
-0.057083386927843094,
-0.08430197089910507,
-0.029287878423929214,
-0.06005459651350975,
-0.03242018446326256,
0.04536185786128044,
0.06232912093400955,
-0.04355563968420029,
-0.05046045407652855,
-0.05838008597493172,
0.018080461770296097,
-0.061107803136110306,
0.06614422053098679,
-0.029462534934282303,
0.001993075478821993,
0.05400020629167557,
-0.006290228106081486,
0.0026245650369673967,
0.060346975922584534,
-0.02949424460530281,
-0.038926467299461365,
-0.0035374851431697607,
-0.044991038739681244,
0.06986463814973831,
0.06494198739528656,
0.08623353391885757,
-0.06872604042291641,
0.05139222368597984,
0.03809192776679993,
-0.024850968271493912,
0.08007710427045822,
0.03701208531856537,
0.04273040592670441,
0.023749878630042076,
-0.049240414053201675,
-0.053123872727155685,
-0.02939310297369957,
-0.07250715047121048,
-0.06687168031930923,
0.04346181079745293,
0.01325948629528284,
-0.03871138021349907,
-0.042371008545160294,
-0.03485531732439995,
-0.014104828238487244,
0.06692999601364136,
-0.035764724016189575,
-0.010855489410459995,
0.06961678713560104,
0.02022731304168701,
0.033817317336797714,
0.05827754735946655,
0.021139677613973618,
-0.041217099875211716,
-0.013841930776834488,
0.08109019696712494,
-0.030489983037114143,
-0.05423257499933243,
-0.03567471727728844,
-0.06461501866579056,
0.03987280651926994,
-0.01719621755182743,
0.09937889128923416,
0.050725825130939484,
0.011647277511656284,
0.054362952709198,
-0.04663313925266266,
0.035388823598623276,
-0.0011208648793399334,
-0.03746551275253296,
0.04377785697579384,
0.07147083431482315,
-0.04468149691820145,
0.0038977039512246847,
-0.009441983886063099,
0.029324091970920563,
0.04558734968304634,
0.01849023811519146,
0.029171571135520935,
0.03142895549535751,
-0.0166588444262743,
-0.012828681617975235,
0.07255761325359344,
0.0802890807390213,
-0.03560197353363037,
0.05761781334877014,
-0.08647085726261139,
-0.053972579538822174,
-0.03315529227256775,
-0.07008770108222961,
0.010621906258165836,
-0.07939030975103378,
0.030929576605558395,
0.07882670313119888,
-0.10139789432287216,
-0.010248580016195774,
0.04531868174672127,
0.014088233932852745,
0.026455635204911232,
-0.048014987260103226,
-0.0434408038854599,
0.056498609483242035,
-0.04381266608834267,
-0.016313942149281502,
-0.02262786775827408,
0.10340501368045807,
-0.08864498883485794,
-0.0558922253549099,
0.0288145262748003,
0.019520780071616173,
-0.0701376348733902,
0.020434141159057617,
-0.012724008411169052,
-0.03587948530912399,
0.07797640562057495,
-0.031633082777261734,
-0.052410390228033066,
0.017332876101136208,
0.11597054451704025,
-0.0758073478937149,
0.015320733189582825,
0.057315390557050705,
-0.07293423265218735,
0.05777163431048393,
-0.05911335349082947,
-0.02923939749598503,
0.09927493333816528,
0.05333719775080681,
-0.06694496423006058,
-0.0649438127875328,
0.046132881194353104,
0.029504243284463882,
0.02419944480061531,
0.05210570991039276,
-0.026675157248973846,
0.006855521351099014,
0.03233163431286812,
-0.0264664888381958,
0.06871812045574188,
0.056266460567712784,
-0.044351108372211456,
0.034203946590423584,
-0.04251793399453163,
-0.060131579637527466,
-0.06624825298786163,
0.02848159149289131,
-0.04857654497027397,
-0.04843882471323013,
0.04516236111521721,
0.049457937479019165,
0.0024680604692548513,
0.07577890157699585
] |
Computer vision
Accelerating businesses with AI technology & experts
Contact:
[email protected]
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/-2615541418613730807.txt | [
0.01213912945240736,
-0.03106394223868847,
-0.04904915764927864,
-0.04609851911664009,
0.0281990859657526,
-0.05551401898264885,
0.06069638580083847,
0.08541034162044525,
0.05573837459087372,
-0.0344901978969574,
0.026624422520399094,
0.029526544734835625,
0.05494467914104462,
-0.027637438848614693,
-0.03185112029314041,
0.057316094636917114,
0.036765702068805695,
-0.04945239797234535,
-0.0657031312584877,
-0.06444846093654633,
0.006355964578688145,
0.006571795791387558,
-0.057442739605903625,
0.03789028525352478,
0.06792503595352173,
0.05940813198685646,
-0.03809569031000137,
-0.011105245910584927,
0.02771102823317051,
-0.036418616771698,
-0.02545715868473053,
-0.03962058573961258,
0.056961171329021454,
-0.09257059544324875,
0.03204549849033356,
0.02053648978471756,
-0.04289709031581879,
-0.03246685490012169,
0.03888646513223648,
-0.08866885304450989,
0.012111875228583813,
0.023452384397387505,
0.017977792769670486,
0.05855731666088104,
0.0024237947072833776,
0.04848933592438698,
-0.011932558380067348,
0.04708282649517059,
-0.018651587888598442,
-0.029612382873892784,
-0.04469738528132439,
0.07218272984027863,
0.0037094897124916315,
0.044111814349889755,
0.06290730834007263,
-0.06894633919000626,
-0.0899098590016365,
-0.09059573709964752,
-0.046770937740802765,
0.05554548650979996,
0.06220625713467598,
-0.0926198959350586,
0.008829767815768719,
0.060024697333574295,
0.08008605986833572,
0.0570978969335556,
0.04073785990476608,
0.043825652450323105,
-0.09209199994802475,
-0.07297609001398087,
-0.07300440222024918,
0.07286380231380463,
0.013872343115508556,
-0.07627056539058685,
-0.009289560839533806,
0.041487570852041245,
-0.002290660748258233,
-0.04945531114935875,
0.018077947199344635,
-0.03208718076348305,
-0.0474671944975853,
-0.013731313869357109,
-0.03061370551586151,
0.020660853013396263,
-0.06543829292058945,
0.08369170874357224,
0.05328623577952385,
-0.06819416582584381,
0.05753305181860924,
-0.041035231202840805,
0.041526783257722855,
0.056250251829624176,
-0.083338163793087,
-0.05891585350036621,
-0.04127535969018936,
-0.07154448330402374,
-0.029865238815546036,
0.05045691877603531,
0.04141547158360481,
-0.07392557710409164,
0.06262584775686264,
-0.06794681400060654,
0.07610992342233658,
-0.056732308119535446,
-0.040927812457084656,
0.037038762122392654,
0.01629386842250824,
-0.054679445922374725,
0.061258867383003235,
-0.09450092166662216,
-0.05465196445584297,
0.08080356568098068,
0.07284168154001236,
0.07760854810476303,
-0.07211513072252274,
-0.03143614903092384,
-0.02273026667535305,
-0.04819909855723381,
0.00003177630787831731,
-0.021864259615540504,
0.10677657276391983,
-0.04695357009768486,
-0.07325762510299683,
-0.06454528868198395,
-0.02920093573629856,
-0.04245385527610779,
0.003921902738511562,
0.04836391657590866,
0.004446264356374741,
0.030245516449213028,
0.02684328891336918,
0.03780175372958183,
0.021581856533885002,
0.0815732330083847,
0.06399436295032501,
0.08986379206180573,
-0.08888473361730576,
-0.011356400325894356,
-0.054853715002536774,
-0.039455659687519073,
-0.04328801855444908,
0.06844282895326614,
-0.023049458861351013,
0.04159904643893242,
0.08598354458808899,
0.016077149659395218,
0.10445475578308105,
-0.04644922912120819,
0.05508433282375336,
-0.003476721001788974,
0.08847499638795853,
-0.03565637394785881,
0.06431672722101212,
0.06341958791017532,
0.05267234891653061,
-0.06022580713033676,
-0.05792957916855812,
-0.04062703996896744,
0.04178396239876747,
0.03973936662077904,
-0.057424139231443405,
-0.04743364453315735,
-0.04046504199504852,
-0.012718845158815384,
-0.042785998433828354,
-0.021507084369659424,
0.030013643205165863,
0.06166614592075348,
-0.06273379176855087,
-0.05805510655045509,
-0.036706164479255676,
0.03225228935480118,
-0.035519495606422424,
0.08758751302957535,
-0.02043813094496727,
0.05183964967727661,
-0.07283908128738403,
0.04339075833559036,
0.04079108312726021,
0.05194655805826187,
-0.06756611168384552,
-0.04182888939976692,
-0.07672424614429474,
-0.05112450197339058,
-0.061672359704971313,
-0.06315919756889343,
-0.02497568540275097,
0.03538394719362259,
0.03041747584939003,
-0.02474198117852211,
0.006927077192813158,
0.032476756721735,
-0.059387437999248505,
-0.06644337624311447,
-0.037810634821653366,
0.037473227828741074,
-0.03099966235458851,
0.06228012964129448,
0.04832978919148445,
0.0414445661008358,
0.018688689917325974,
-0.02494414895772934,
0.049569208174943924,
0.046002376824617386,
0.03992566466331482,
-0.01858864538371563,
-0.019739793613553047,
0.05173157528042793,
-0.03519788384437561,
0.055191121995449066,
0.06157230585813522,
-0.05456063151359558,
-0.05038446560502052,
0.02864440158009529,
0.02098328061401844,
-0.01445766817778349,
0.03960647061467171,
0.09801909327507019,
-0.03236553817987442,
0.037926800549030304,
0.014679507352411747,
-0.025289086624979973,
0.0510154590010643,
-0.08436529338359833,
-0.007133804261684418,
0.03060450404882431,
0.07859648019075394,
-0.06431867182254791,
-0.025396961718797684,
0.04077836126089096,
-0.04113017022609711,
-0.043539438396692276,
-0.050497252494096756,
-0.08967115730047226,
-0.044408198446035385,
-0.03912755846977234,
-0.02639038860797882,
0.031302355229854584,
0.07507610321044922,
-0.045244209468364716,
-0.06725001335144043,
-0.063618965446949,
0.020321911200881004,
-0.055590782314538956,
0.054908834397792816,
-0.027828274294734,
-0.024581272155046463,
0.019399672746658325,
-0.024929549545049667,
0.012979713268578053,
0.03107580728828907,
-0.021768314763903618,
-0.03154084458947182,
-0.029361262917518616,
-0.0687730610370636,
0.07257051020860672,
0.04254401847720146,
0.0628141313791275,
-0.05809525027871132,
0.05268650874495506,
0.028358306735754013,
-0.03888113424181938,
0.09179240465164185,
0.03490100055932999,
0.03150855377316475,
0.017561137676239014,
-0.024459751322865486,
-0.06593160331249237,
-0.035742830485105515,
-0.05996517464518547,
-0.0900096446275711,
0.0705646201968193,
0.03808460384607315,
-0.04618573188781738,
-0.07307231426239014,
-0.043988924473524094,
-0.004302028100937605,
0.06000058352947235,
-0.034116074442863464,
-0.028696097433567047,
0.08496516197919846,
0.004489412065595388,
0.044313158839941025,
0.045807890594005585,
0.050127677619457245,
-0.05012035742402077,
-0.010608789511024952,
0.07739830017089844,
-0.030539076775312424,
-0.07832735776901245,
-0.031893540173769,
-0.05012642219662666,
0.028149491176009178,
-0.009943188168108463,
0.09496191143989563,
0.03027195855975151,
-0.01782866008579731,
0.06707881391048431,
-0.040587201714515686,
0.054187528789043427,
0.004203705117106438,
-0.01981474831700325,
0.04086068645119667,
0.0613563135266304,
-0.04086342453956604,
0.028656931594014168,
0.018083028495311737,
0.03494416922330856,
0.03419312834739685,
0.025654220953583717,
0.047198809683322906,
0.042310383170843124,
-0.049042705446481705,
-0.004582353867590427,
0.03530799597501755,
0.0890006572008133,
-0.005786183290183544,
0.06726787984371185,
-0.09209270030260086,
-0.050123315304517746,
-0.02887827157974243,
-0.048755012452602386,
-0.004624518100172281,
-0.10218258947134018,
0.047001685947179794,
0.07175047695636749,
-0.09842491149902344,
-0.02904161997139454,
0.04368465393781662,
0.0004681962018366903,
0.0219680555164814,
-0.036255255341529846,
-0.045650992542505264,
0.07803264260292053,
-0.036627233028411865,
-0.03531303629279137,
-0.013210820034146309,
0.05792253464460373,
-0.07503050565719604,
-0.061822596937417984,
0.010615401901304722,
0.023670120164752007,
-0.078546904027462,
0.016626378521323204,
-0.03902466222643852,
-0.050705697387456894,
0.08096984773874283,
-0.012342505156993866,
-0.05160198733210564,
0.012634629383683205,
0.09568972140550613,
-0.06598889082670212,
0.03535633161664009,
0.04816566780209541,
-0.07160255312919617,
0.06094691902399063,
-0.055642902851104736,
-0.027910929173231125,
0.08549467474222183,
0.062380049377679825,
-0.0586673729121685,
-0.05305643007159233,
0.03922206908464432,
0.045532409101724625,
0.012176810763776302,
0.06752283871173859,
-0.0194851104170084,
-0.012740077450871468,
0.03727679327130318,
-0.019783850759267807,
0.07458401471376419,
0.07380395382642746,
-0.03074718452990055,
0.01254937145859003,
-0.025505801662802696,
-0.06235479563474655,
-0.05183611437678337,
0.0020357544999569654,
-0.015005980618298054,
-0.03474390134215355,
0.02662336453795433,
0.025653816759586334,
0.006849038414657116,
0.04858974739909172
] |
Chat GPT
Generative AI
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
Blogposts
All Posts
April 18, 2023
# Unpacking AutoGPT: A Critical Analysis of the Autonomous Anatomy by Jens
Contributors
Jens Bontinck
Head of Delivery & Advice
No items found.
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received! | scraping/output/-3048720869722842573.txt | [
0.03191729635000229,
-0.029965080320835114,
-0.05433111637830734,
-0.028502505272626877,
0.06250759959220886,
-0.04862777516245842,
0.07712658494710922,
0.08907148241996765,
0.07077331095933914,
-0.03586379438638687,
0.026949942111968994,
0.057514578104019165,
0.05078892782330513,
-0.0619392953813076,
-0.02050689607858658,
0.04547106847167015,
0.04588862136006355,
-0.06910390406847,
-0.04476488009095192,
-0.0558103583753109,
-0.013327895663678646,
0.0035071687307208776,
-0.041230328381061554,
0.08246080577373505,
0.08159636706113815,
0.040023088455200195,
-0.06086026877164841,
0.01137475948780775,
0.03198310732841492,
-0.022716740146279335,
-0.026711355894804,
-0.07933403551578522,
0.04214654862880707,
-0.09486958384513855,
0.030248820781707764,
0.002076501492410898,
-0.05007513612508774,
-0.020828140899538994,
0.04397907480597496,
-0.08620451390743256,
-0.0024688802659511566,
0.0418490469455719,
0.0340745635330677,
0.051176998764276505,
0.03934941068291664,
0.03933795541524887,
-0.02738490328192711,
0.014982965774834156,
-0.0031432006508111954,
-0.023518851026892662,
-0.070345439016819,
0.04602370783686638,
0.01961502619087696,
0.03412092477083206,
0.05843751132488251,
-0.07239437103271484,
-0.10374618321657181,
-0.06006263196468353,
-0.050423622131347656,
0.033356063067913055,
0.04606683924794197,
-0.08100826293230057,
-0.025107037276029587,
0.05860241502523422,
0.08968117088079453,
0.09826327115297318,
0.016008753329515457,
0.027200773358345032,
-0.06078719720244408,
-0.051126234233379364,
-0.05526772513985634,
0.0915684774518013,
0.020814158022403717,
-0.06663033366203308,
-0.0037877275608479977,
0.048661015927791595,
0.014317580498754978,
-0.02683083713054657,
0.01708146184682846,
-0.021187447011470795,
-0.053364966064691544,
-0.002245143987238407,
-0.029951369389891624,
0.022485390305519104,
-0.0796080008149147,
0.02562180906534195,
0.048836398869752884,
-0.05928107351064682,
0.06598569452762604,
-0.04998015612363815,
0.04948465898633003,
0.06531433761119843,
-0.04287232831120491,
-0.0369250662624836,
-0.052384153008461,
-0.09998229891061783,
-0.05005229637026787,
0.0532105527818203,
0.04225583001971245,
-0.05488122999668121,
0.044267985969781876,
-0.045506589114665985,
0.07331689447164536,
-0.0752532035112381,
-0.048647332936525345,
0.026554400101304054,
0.04000994190573692,
-0.11223127692937851,
0.053561508655548096,
-0.06295743584632874,
-0.06687919050455093,
0.07347378879785538,
0.09857957065105438,
0.0634445995092392,
-0.0695059671998024,
-0.023074740543961525,
-0.037562888115644455,
-0.036892954260110855,
-0.00947787705808878,
-0.03026324324309826,
0.10278920084238052,
-0.03622214496135712,
-0.10768579691648483,
-0.08784805238246918,
-0.04673953354358673,
-0.04108532518148422,
-0.0049367076717317104,
0.02855442836880684,
0.025558551773428917,
0.02626306377351284,
0.027689846232533455,
0.01736910454928875,
0.01969362422823906,
0.05774666368961334,
0.05375984311103821,
0.08886268734931946,
-0.08113271743059158,
-0.021630503237247467,
-0.012461373582482338,
-0.05119037628173828,
-0.018022682517766953,
0.04758356139063835,
-0.023808997124433517,
0.022283777594566345,
0.029935842379927635,
0.01816949062049389,
0.08798554539680481,
-0.045394543558359146,
0.07226405292749405,
-0.011157303117215633,
0.08568517863750458,
-0.02415190078318119,
0.07905678451061249,
0.02252010442316532,
0.04331853613257408,
-0.05623340234160423,
-0.07710716873407364,
-0.03671206161379814,
0.029725372791290283,
0.05657804012298584,
-0.025352085009217262,
-0.050280485302209854,
-0.03772515058517456,
-0.0033513223752379417,
-0.030729394406080246,
-0.006571361795067787,
0.023149503394961357,
0.058987829834222794,
-0.017639389261603355,
-0.07518850266933441,
-0.06391368061304092,
0.05217438191175461,
-0.03875447437167168,
0.04712964594364166,
-0.01756737194955349,
0.055369000881910324,
-0.052134912461042404,
0.06109533831477165,
0.03385433927178383,
0.05512860417366028,
-0.04073593392968178,
-0.029120974242687225,
-0.07846314460039139,
-0.04352254420518875,
-0.06267742812633514,
-0.04925572872161865,
-0.045095257461071014,
0.013934319838881493,
0.029964609071612358,
-0.026383904740214348,
0.0009026810294017196,
0.04197493940591812,
-0.06050826981663704,
-0.07818114012479782,
-0.030816039070487022,
0.031831998378038406,
-0.02410116419196129,
0.04533722996711731,
0.05559505522251129,
0.0473632737994194,
-0.009626481682062149,
-0.014325876720249653,
0.012815016321837902,
0.05758637562394142,
0.08419658243656158,
-0.003662015311419964,
-0.036374397575855255,
0.07667437940835953,
-0.022534389048814774,
0.026966460049152374,
0.071684330701828,
-0.04197709634900093,
-0.036124635487794876,
0.029766060411930084,
-0.006927500944584608,
-0.03557952865958214,
0.0384577140212059,
0.07557014375925064,
-0.035165414214134216,
0.06051640212535858,
0.04076318442821503,
-0.010544436052441597,
0.053338684141635895,
-0.09063427895307541,
0.006295369938015938,
0.009213993325829506,
0.05664433166384697,
-0.06486975401639938,
-0.03068997524678707,
0.04175788164138794,
-0.052745282649993896,
-0.009596440941095352,
-0.08168382942676544,
-0.062294282019138336,
-0.027319809421896935,
-0.05996423959732056,
-0.046487364917993546,
0.040666595101356506,
0.04426642134785652,
-0.06492213904857635,
-0.07318221032619476,
-0.052095912396907806,
0.030900301411747932,
-0.041070133447647095,
0.05984867736697197,
-0.07522360980510712,
-0.0045334515161812305,
0.04695085808634758,
0.012627464719116688,
0.0465809591114521,
0.050687309354543686,
-0.03200644999742508,
-0.0007275899988599122,
-0.02777794748544693,
-0.04202244430780411,
0.058215897530317307,
0.042863521724939346,
0.07976876944303513,
-0.0729888528585434,
0.06116591766476631,
0.028827520087361336,
-0.03613820672035217,
0.0669502541422844,
0.05710137262940407,
0.04244198650121689,
0.056899454444646835,
-0.01706331968307495,
-0.04216909408569336,
-0.055740248411893845,
-0.06732700020074844,
-0.051881343126297,
0.05677935853600502,
0.012441979721188545,
-0.03886834532022476,
-0.06846842169761658,
-0.05066806823015213,
0.006778746843338013,
0.07218079268932343,
-0.042293306440114975,
-0.03537081554532051,
0.08626990765333176,
0.015409012325108051,
0.037008222192525864,
0.05522969737648964,
0.016607096418738365,
-0.04117085412144661,
-0.02255658432841301,
0.06140074506402016,
-0.05306314677000046,
-0.0579027496278286,
-0.027044478803873062,
-0.06550197303295135,
0.042741015553474426,
-0.019025355577468872,
0.07638001441955566,
0.026781119406223297,
0.013797145336866379,
0.05200309306383133,
-0.06027181074023247,
0.018387582153081894,
0.023692259564995766,
-0.03632774576544762,
0.07181646674871445,
0.0865337997674942,
-0.03201824799180031,
0.02001495100557804,
0.004469336476176977,
0.05369552969932556,
0.04207298532128334,
0.02007327787578106,
0.07150299102067947,
0.033468279987573624,
-0.04010755196213722,
-0.03259934484958649,
0.052466001361608505,
0.05422890558838844,
-0.033910445868968964,
0.07604485005140305,
-0.10717110335826874,
-0.04474429786205292,
-0.03450792282819748,
-0.06735499948263168,
0.0031959752086549997,
-0.10254467278718948,
0.005189475137740374,
0.07394489645957947,
-0.06834828853607178,
-0.013611002825200558,
0.05829083174467087,
0.011581226252019405,
0.001542004058137536,
-0.04584527015686035,
-0.004116712138056755,
0.05403034761548042,
-0.0499558262526989,
-0.03000851534307003,
-0.023008717224001884,
0.05571919307112694,
-0.08968772739171982,
-0.07782907038927078,
0.04043915122747421,
0.018603822216391563,
-0.0805782750248909,
0.031088953837752342,
-0.024763498455286026,
-0.033096350729465485,
0.08507341891527176,
-0.02847319468855858,
-0.0795525312423706,
0.018643910065293312,
0.08985801041126251,
-0.06394029408693314,
0.031501539051532745,
0.04528859257698059,
-0.0640479028224945,
0.069139264523983,
-0.033942174166440964,
-0.04178477078676224,
0.07596960663795471,
0.05478901043534279,
-0.04056377336382866,
-0.07061351835727692,
0.04529908299446106,
0.032504793256521225,
0.005147579591721296,
0.04863741248846054,
-0.027086444199085236,
0.0064459494315087795,
0.015775561332702637,
-0.022227421402931213,
0.07686903327703476,
0.07451237738132477,
-0.018336748704314232,
0.015461684204638004,
-0.032837092876434326,
-0.04639425128698349,
-0.07563884556293488,
0.02025635726749897,
-0.0725032314658165,
-0.039096906781196594,
0.03223680704832077,
0.04791248217225075,
0.011379949748516083,
0.0713443011045456
] |
No items found.
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Share this post
In this blogpost, Jens Bontinck, Head of Delivery & Advice, shares his view on
the status quo of AutoGPT. In this blogpost, you will not learn how to run it,
nor will I go into details of the technical solution. Therefore, if you are a
product owner, a functional analist, or a commercial enthousiast, this should
be right up your alley. Happy to read your feedback!
| scraping/output/-3048720869722842573.txt | [
0.019124208018183708,
-0.053028032183647156,
-0.05561738833785057,
-0.03579379618167877,
0.06634294241666794,
-0.04029553756117821,
0.04377691447734833,
0.06324634701013565,
0.10657457262277603,
-0.015914924442768097,
0.03203588351607323,
0.061079587787389755,
0.06565668433904648,
-0.060339026153087616,
-0.021912015974521637,
0.04807189479470253,
0.049700506031513214,
-0.06323615461587906,
-0.059839483350515366,
-0.06446968764066696,
0.017649734392762184,
-0.0044038621708750725,
-0.039327096194028854,
0.045366112142801285,
0.06329180300235748,
0.0658864974975586,
-0.047698818147182465,
0.004514322616159916,
0.012620104476809502,
-0.07344254851341248,
-0.042819857597351074,
-0.061899662017822266,
0.03348191827535629,
-0.0768294408917427,
0.018921300768852234,
0.022036030888557434,
-0.059202928096055984,
-0.022981150075793266,
0.052488774061203,
-0.05448245257139206,
0.002007406437769532,
0.053222790360450745,
0.03202606365084648,
0.07043543457984924,
0.03379739448428154,
0.04478662088513374,
-0.03921333700418472,
0.014829639345407486,
-0.0026931820902973413,
-0.018635917454957962,
-0.04104512929916382,
0.06347914785146713,
-0.0024216286838054657,
0.042259424924850464,
0.04666111618280411,
-0.0678027868270874,
-0.09905276447534561,
-0.06880772113800049,
-0.05263529717922211,
0.03863624855875969,
0.05470927804708481,
-0.07804012298583984,
0.007851717993617058,
0.051323018968105316,
0.0915253534913063,
0.0949270948767662,
0.013790846802294254,
0.02837332710623741,
-0.060617316514253616,
-0.05346715450286865,
-0.06476854532957077,
0.07136022299528122,
0.023296132683753967,
-0.06187057122588158,
0.004677364602684975,
0.059384848922491074,
0.007315567694604397,
-0.04332023859024048,
0.03216121345758438,
-0.02102445624768734,
-0.07946839183568954,
-0.013712345622479916,
-0.0006123006460256875,
0.045797526836395264,
-0.06456339359283447,
0.044089239090681076,
0.05589655414223671,
-0.06950109452009201,
0.07543235272169113,
-0.02144472487270832,
0.05878858640789986,
0.04592437669634819,
-0.05948277562856674,
-0.05885189026594162,
-0.07471209019422531,
-0.10379181057214737,
-0.02512003667652607,
0.05472681671380997,
0.0345749631524086,
-0.04783063009381294,
0.060241468250751495,
-0.03194037079811096,
0.07624239474534988,
-0.04372762143611908,
-0.06079435721039772,
0.03260032832622528,
0.04751898720860481,
-0.07607807219028473,
0.06009722128510475,
-0.0576665960252285,
-0.04742981866002083,
0.04108148813247681,
0.09053090214729309,
0.05886806547641754,
-0.0917482078075409,
-0.04031284525990486,
-0.025831080973148346,
-0.025934524834156036,
-0.009703174233436584,
-0.011502445675432682,
0.07501126080751419,
-0.029215337708592415,
-0.08200833201408386,
-0.06707828491926193,
-0.05181198939681053,
-0.02012075111269951,
-0.0009530381648801267,
0.029919695109128952,
0.008493189699947834,
0.012465057894587517,
0.03370676562190056,
0.029844189062714577,
0.013052217662334442,
0.0584380105137825,
0.05974212661385536,
0.07808158546686172,
-0.0754699558019638,
-0.013254629448056221,
-0.03319047763943672,
-0.03442705422639847,
-0.036071132868528366,
0.04822654649615288,
-0.015799254179000854,
0.06306982040405273,
0.06994196772575378,
0.033544912934303284,
0.08265220373868942,
-0.045089662075042725,
0.09974166750907898,
-0.0156900305300951,
0.08785950392484665,
-0.02393385022878647,
0.07314545661211014,
0.02301214076578617,
0.05213062837719917,
-0.06158342584967613,
-0.058338046073913574,
-0.04543456435203552,
0.016872301697731018,
0.03187907487154007,
-0.056125979870557785,
-0.05322720482945442,
-0.059252142906188965,
0.00834112148731947,
-0.029017522931098938,
-0.009824561886489391,
0.02666417323052883,
0.04349875822663307,
-0.046196822077035904,
-0.01629078947007656,
-0.057049304246902466,
0.062015894800424576,
-0.017644433304667473,
0.07909904420375824,
-0.01867254078388214,
0.07128556072711945,
-0.05714396759867668,
0.04076779633760452,
0.029809745028614998,
0.03696630150079727,
-0.0387287512421608,
-0.029162731021642685,
-0.04443671926856041,
-0.028055472299456596,
-0.051243193447589874,
-0.051024872809648514,
-0.05135910585522652,
0.02394392155110836,
0.02859119325876236,
-0.026753589510917664,
-0.00871074479073286,
0.01507991086691618,
-0.06595221906900406,
-0.06115877255797386,
-0.05506787449121475,
0.030322561040520668,
-0.04517136886715889,
0.06334938853979111,
0.04279756173491478,
0.03901728615164757,
0.0007298720302060246,
-0.036643389612436295,
0.04477127268910408,
0.047380853444337845,
0.0665384903550148,
0.0032487057615071535,
-0.039423223584890366,
0.0684715136885643,
-0.02752174623310566,
0.03780078887939453,
0.06303562968969345,
-0.055941108614206314,
-0.062257688492536545,
0.032123930752277374,
0.005533067509531975,
-0.027953622862696648,
0.04397604987025261,
0.08582978695631027,
-0.0216824933886528,
0.030328258872032166,
0.04195152223110199,
-0.007736815605312586,
0.06587909162044525,
-0.09847826510667801,
-0.01853099651634693,
0.025903115049004555,
0.05852958932518959,
-0.09588492661714554,
-0.050699666142463684,
0.05522312968969345,
-0.04918302968144417,
-0.012857530266046524,
-0.07233048975467682,
-0.03933145850896835,
-0.03564068302512169,
-0.05816570669412613,
-0.02794456109404564,
0.05986694246530533,
0.05585624277591705,
-0.053324177861213684,
-0.09522775560617447,
-0.04616163671016693,
0.028026191517710686,
-0.0503469817340374,
0.050894103944301605,
-0.0500066913664341,
-0.0415632538497448,
0.025209270417690277,
-0.009742422960698605,
0.03306741639971733,
0.04747255519032478,
-0.030145250260829926,
-0.025697870180010796,
-0.017482852563261986,
-0.05227486416697502,
0.0424405001103878,
0.037204984575510025,
0.061233945190906525,
-0.07303161174058914,
0.0676865354180336,
0.027012964710593224,
-0.03131096810102463,
0.08313202857971191,
0.03656913712620735,
0.04104234278202057,
0.02784181758761406,
-0.02468602918088436,
-0.06692077964544296,
-0.05130534991621971,
-0.06572096049785614,
-0.06464099884033203,
0.09490396082401276,
0.04486972093582153,
-0.03852654993534088,
-0.07159530371427536,
-0.059917379170656204,
-0.017892880365252495,
0.06824588030576706,
-0.03616354987025261,
-0.04243376478552818,
0.08649545162916183,
0.014638634398579597,
0.024438777938485146,
0.0787353441119194,
0.05032467842102051,
-0.041321590542793274,
-0.023155532777309418,
0.09278314560651779,
-0.027771973982453346,
-0.05768093839287758,
-0.03956548869609833,
-0.058729663491249084,
0.04784896597266197,
-0.032298844307661057,
0.11141917109489441,
0.03000451996922493,
0.00032115893554873765,
0.06178310513496399,
-0.057851407676935196,
0.007266468834131956,
0.028426241129636765,
-0.037023838609457016,
0.052645325660705566,
0.053774394094944,
-0.0894119068980217,
0.009654534049332142,
0.006107878405600786,
0.0445052906870842,
0.022311994805932045,
0.05196957290172577,
0.0794864147901535,
0.08449169248342514,
-0.04767096787691116,
-0.02950124442577362,
0.04834415763616562,
0.06183601915836334,
-0.04057830572128296,
0.05878257378935814,
-0.09902135282754898,
-0.05931432917714119,
-0.03040267527103424,
-0.05380133166909218,
0.004547804594039917,
-0.0991455689072609,
0.02685372903943062,
0.06944016367197037,
-0.0739307627081871,
-0.019471025094389915,
0.03404965251684189,
-0.002270242664963007,
0.05411538854241371,
-0.051302555948495865,
-0.0411076582968235,
0.038792889565229416,
-0.058422330766916275,
-0.03845224902033806,
-0.017919784411787987,
0.053920529782772064,
-0.08970263600349426,
-0.06138750538229942,
0.023301010951399803,
0.0030486243776977062,
-0.07305838167667389,
0.02160331793129444,
-0.03432238847017288,
-0.03207429498434067,
0.052056580781936646,
-0.041073914617300034,
-0.06878449022769928,
0.012513223104178905,
0.10040384531021118,
-0.06021877005696297,
0.02544373646378517,
0.037249237298965454,
-0.04815210774540901,
0.07137902826070786,
-0.06424884498119354,
-0.04711255058646202,
0.07007802277803421,
0.05543619766831398,
-0.03579878434538841,
-0.028270121663808823,
0.04140781611204147,
0.04251500591635704,
0.03229372203350067,
0.06460309028625488,
-0.029540197923779488,
0.03359759598970413,
0.019672950729727745,
-0.03509870544075966,
0.05750648304820061,
0.04878702759742737,
-0.031661391258239746,
0.013595713302493095,
-0.01974404975771904,
-0.06105593964457512,
-0.0785345733165741,
0.01955551654100418,
-0.04564563184976578,
-0.052032969892024994,
0.028564969077706337,
0.049964141100645065,
-0.014285503886640072,
0.05277873948216438
] |
I have been closely following the development of AutoGPT, created by
Significant Gravitas. AutoGPT stands for Autonomous Generative Pre-training
Transformer and is an open-source experiment that is drawing a lot of
attention at the moment of writing(GitHub link). AutoGPT goes beyond an
ordinary chatbot, and its decision-making power reduces the need for human
intervention and thus allows for future automation and value creation. Did you
skipped a heartbeat when seeing the first possibilities, or did the current
missing features made you rather nervous?
Auto-GPT is drawing a lot of attention these days on GitHub
### The anatomy of how AutoGPT works? | scraping/output/-3048720869722842573.txt | [
0.025478316470980644,
-0.02702615223824978,
-0.044375862926244736,
-0.019912511110305786,
0.06397951394319534,
0.009752425365149975,
0.05276218429207802,
0.012043244205415249,
0.06622929126024246,
-0.03582880273461342,
0.05867466330528259,
-0.005144328810274601,
0.06472230702638626,
-0.06982346624135971,
-0.0586521178483963,
0.07093559950590134,
0.06842803955078125,
-0.052126653492450714,
-0.07472413778305054,
-0.03886568546295166,
0.03558211401104927,
0.03809428587555885,
-0.05307402461767197,
0.03404998034238815,
0.09152284264564514,
0.06794456392526627,
-0.04880315065383911,
-0.005413959734141827,
0.04636068642139435,
-0.045099057257175446,
-0.044544246047735214,
-0.04919309914112091,
0.03655107319355011,
-0.07995732873678207,
0.03639870136976242,
0.036081474274396896,
-0.09348786622285843,
-0.050143007189035416,
0.06568211317062378,
-0.08255031704902649,
-0.03138916194438934,
0.005037195980548859,
0.03228120133280754,
0.039725758135318756,
0.03026052564382553,
0.05080563575029373,
-0.030917786061763763,
0.03364304453134537,
-0.033968325704336166,
-0.019416537135839462,
-0.08116781711578369,
0.04025568068027496,
0.015213306993246078,
0.06396894156932831,
0.024075374007225037,
-0.05139615386724472,
-0.08752816170454025,
-0.08566293120384216,
-0.060664914548397064,
0.04870575666427612,
0.03103121556341648,
-0.03481730446219444,
-0.00469713332131505,
0.009355719201266766,
0.12554393708705902,
0.0821719840168953,
0.02419363148510456,
0.02452648989856243,
-0.053665176033973694,
-0.010212883353233337,
-0.03126346692442894,
0.06692944467067719,
0.04545953497290611,
-0.03280337527394295,
0.014978397637605667,
0.0705418810248375,
0.0413331463932991,
-0.04663298651576042,
0.031791143119335175,
-0.04805363342165947,
-0.06445237249135971,
-0.039070602506399155,
-0.010234641842544079,
0.03267838805913925,
-0.07183043658733368,
0.03126820549368858,
0.06805286556482315,
-0.06073729693889618,
0.09311357885599136,
-0.04845835268497467,
0.053592994809150696,
0.0281772930175066,
-0.07434457540512085,
-0.025115223601460457,
-0.07822463661432266,
-0.08870621025562286,
-0.09104572981595993,
0.07785814255475998,
0.07364407926797867,
-0.011863850057125092,
0.07945799082517624,
-0.009165406227111816,
0.03250933811068535,
-0.07348845899105072,
-0.06375963985919952,
0.0030399991665035486,
-0.005823569837957621,
-0.10213468223810196,
0.06395000219345093,
-0.04782450944185257,
-0.034741148352622986,
0.05181129276752472,
0.06989599019289017,
0.03697766363620758,
-0.06104077398777008,
-0.02402236871421337,
-0.05313568189740181,
-0.041965220123529434,
0.019044771790504456,
-0.047758277505636215,
0.07811526209115982,
-0.013597492128610611,
-0.07135181128978729,
-0.07779229432344437,
-0.040578484535217285,
-0.012823302298784256,
0.04632356017827988,
0.07539592683315277,
0.06843141466379166,
0.0005754698067903519,
0.016122030094265938,
0.04146391153335571,
0.07342104613780975,
0.04332403093576431,
0.03276185318827629,
0.09440038353204727,
-0.003420874010771513,
0.016748851165175438,
0.022154556587338448,
-0.039654262363910675,
-0.02040703408420086,
0.07878781110048294,
-0.027744781225919724,
0.061537016183137894,
0.03685092180967331,
0.02440042607486248,
0.045125532895326614,
-0.031524840742349625,
0.062453493475914,
-0.012265203520655632,
0.03802602365612984,
-0.02108868770301342,
0.09920067340135574,
-0.011457188986241817,
0.044583648443222046,
-0.030358240008354187,
-0.05803466588258743,
-0.03500473499298096,
0.017815174534916878,
0.04717472568154335,
-0.029126761481165886,
-0.04053044319152832,
-0.06068472936749458,
-0.013805846683681011,
-0.03932647034525871,
-0.02440258301794529,
-0.047138337045907974,
0.051134202629327774,
-0.05025043338537216,
-0.0011863225372508168,
-0.09274650365114212,
0.05438489839434624,
-0.05835976451635361,
0.04298045486211777,
0.004727319348603487,
0.05230684578418732,
-0.03938233479857445,
0.02948644943535328,
0.04928746074438095,
0.03437232971191406,
-0.024479201063513756,
-0.024861447513103485,
-0.06313995271921158,
-0.01782282255589962,
-0.06146650388836861,
-0.03381318226456642,
-0.04670773074030876,
-0.007690385915338993,
0.04248519986867905,
-0.03202398866415024,
-0.0024969736114144325,
0.03776935860514641,
-0.06442724913358688,
-0.050256483256816864,
-0.07295595854520798,
-0.012279530987143517,
-0.043715156614780426,
0.03828061372041702,
0.05841580405831337,
0.04525484889745712,
-0.03456830233335495,
-0.025779951363801956,
-0.00030936073744669557,
0.06497913599014282,
0.03163263574242592,
-0.008000403642654419,
-0.031076978892087936,
0.04640017822384834,
0.013475238345563412,
0.03564327582716942,
0.07026337832212448,
-0.07234670221805573,
-0.06655652821063995,
0.017669137567281723,
-0.03772203251719475,
-0.05755000561475754,
-0.005714306142181158,
0.10165119171142578,
0.018227601423859596,
-0.00893479771912098,
0.050289422273635864,
-0.00028411095263436437,
0.0200129896402359,
-0.0604487843811512,
-0.06671985238790512,
0.0636647418141365,
0.030717704445123672,
-0.10693365335464478,
-0.047784194350242615,
0.018459195271134377,
-0.06648926436901093,
-0.0033424661960452795,
-0.04611969739198685,
-0.08248260617256165,
-0.04991524666547775,
-0.07976603507995605,
-0.0666440799832344,
0.07447715103626251,
0.034702789038419724,
-0.011393324472010136,
-0.06045868247747421,
-0.03787972778081894,
0.02212596870958805,
-0.0555146187543869,
0.07013986259698868,
-0.03298850357532501,
-0.045568034052848816,
0.02651308849453926,
0.031203607097268105,
0.07633955031633377,
0.08936656266450882,
-0.023151911795139313,
-0.022451382130384445,
-0.00572823965921998,
-0.022196806967258453,
0.09766034036874771,
0.04104332625865936,
0.04535399377346039,
-0.07914760708808899,
0.044495806097984314,
0.02862926945090294,
-0.063866525888443,
0.04786662757396698,
0.03342380002140999,
0.03401687741279602,
0.05492003262042999,
-0.034014638513326645,
-0.03227819502353668,
-0.05522887781262398,
-0.03930870071053505,
-0.07058040797710419,
0.02100847102701664,
0.04757547751069069,
-0.04059532284736633,
-0.03991513326764107,
-0.08929243683815002,
0.021373407915234566,
0.07274573296308517,
-0.07426957786083221,
-0.005615722853690386,
0.04417465627193451,
0.03392131254076958,
0.0417369082570076,
0.03989252820611,
0.007583137135952711,
-0.006968607660382986,
0.01477598026394844,
0.08096122741699219,
-0.0372774563729763,
-0.036001015454530716,
-0.05602216348052025,
-0.06714607030153275,
0.018725940957665443,
-0.00796574167907238,
0.13360226154327393,
0.03094158135354519,
0.005499492399394512,
0.053613416850566864,
-0.08229977637529373,
0.03407741338014603,
0.0310321357101202,
-0.07431502640247345,
0.026508305221796036,
0.02966145984828472,
-0.07343237847089767,
0.021064557135105133,
0.01334361918270588,
0.07740623503923416,
0.03649235889315605,
-0.0121607081964612,
0.09826060384511948,
0.09280780702829361,
-0.05291343107819557,
-0.04305407777428627,
0.035910312086343765,
0.04860896244645119,
-0.04993228614330292,
0.025142041966319084,
-0.04899177700281143,
-0.04522523283958435,
-0.03745622932910919,
-0.035031791776418686,
-0.009096973575651646,
-0.08844772726297379,
-0.044322669506073,
0.056638363748788834,
-0.07507520169019699,
0.002486388199031353,
0.0392267182469368,
0.013741967268288136,
0.0352962501347065,
-0.02038823440670967,
-0.03447295352816582,
0.01547157485038042,
-0.08584917336702347,
-0.04161256179213524,
-0.0075761014595627785,
0.06293829530477524,
-0.08287425339221954,
-0.08731991052627563,
0.007978688925504684,
-0.023548193275928497,
-0.05437920242547989,
0.019242383539676666,
-0.038021620362997055,
-0.0454852357506752,
0.03564484044909477,
-0.0425744354724884,
-0.026977911591529846,
0.00875505805015564,
0.07664841413497925,
-0.0680164098739624,
-0.006088022142648697,
0.08263994008302689,
-0.008775027468800545,
0.0843319222331047,
-0.09400332719087601,
-0.009871999733150005,
0.05072478577494621,
0.0705033391714096,
-0.019832149147987366,
0.01970549114048481,
0.030907871201634407,
0.05346906557679176,
0.031317807734012604,
0.0851425901055336,
0.008638566359877586,
0.04245418682694435,
0.02353326976299286,
-0.04461716115474701,
0.036714423447847366,
0.038984186947345734,
-0.07004828006029129,
-0.020879097282886505,
-0.02606496401131153,
-0.02382763661444187,
-0.059443287551403046,
0.03668959438800812,
-0.05391087010502815,
-0.07089892029762268,
0.046344906091690063,
0.06692062318325043,
0.06884977221488953,
0.06019436940550804
] |
Auto-GPT is drawing a lot of attention these days on GitHub
### The anatomy of how AutoGPT works?
AutoGPT is provided with an identity/role and a task, providing details about
what it is supposed to do. This is fairly easy, and the perceived power of
AutoGPT lies in what it does with that starting context. AutoGPT can be seen
as an agent that seeks to complete the task autonomously by using a framework
that allows it to reason and act. Each task is handled by an ‘Execution Agent’
(GPT-4) and provides input to one or more other GPT-4 agents, which is adding
new (sub-)tasks to be completed by the agent. In short, AutoGPT is able to
unravel a bigger objective in smaller tasks and mainly act as an orchestrator
to achieve the initial objective.
AutoGPT is able to unravel a bigger objective in smaller tasks and I see it
currently as a ‘ task orchestrator’ to achieve the initial objective.
source: Lesswrong — https://www.lesswrong.com/posts/566kBoPi76t8KAkoD/on-
autogpt | scraping/output/-3048720869722842573.txt | [
-0.00009686302655609325,
-0.03679414466023445,
-0.03929208219051361,
-0.03751933202147484,
0.08673316985368729,
0.01847308874130249,
0.048067692667245865,
0.032212793827056885,
0.08593778312206268,
-0.03877845034003258,
0.04926275834441185,
0.022712428122758865,
0.05259059742093086,
-0.044993240386247635,
-0.021017100661993027,
0.01043983455747366,
0.08791618794202805,
-0.06885631382465363,
-0.04914622753858566,
0.0018967888318002224,
0.012664900161325932,
0.04274435341358185,
-0.024073490872979164,
-0.0006932155811227858,
0.08166954666376114,
0.04731524735689163,
-0.08528921753168106,
0.016589244827628136,
0.012206485494971275,
-0.0625753104686737,
-0.056018244475126266,
-0.07680997997522354,
0.0308622308075428,
-0.08011896908283234,
0.026852548122406006,
0.03549574688076973,
-0.06552916020154953,
-0.06130862236022949,
0.03428037464618683,
-0.10717315226793289,
-0.0013082227669656277,
0.006212498992681503,
0.05722092092037201,
0.037025246769189835,
0.02948293834924698,
0.059118688106536865,
-0.06251902133226395,
0.011690907180309296,
-0.01765250787138939,
-0.011921052820980549,
-0.036750320345163345,
0.03673749044537544,
0.0095210624858737,
0.043835900723934174,
0.0353652685880661,
-0.078603096306324,
-0.09739160537719727,
-0.07719218730926514,
-0.07306036353111267,
0.0587744377553463,
0.06375377625226974,
-0.05503483861684799,
-0.027925582602620125,
0.00496998056769371,
0.09753841161727905,
0.07783566415309906,
0.05838937684893608,
0.03711536154150963,
-0.04517906531691551,
-0.04666903614997864,
-0.06519102305173874,
0.0636526420712471,
0.027656493708491325,
-0.04760186746716499,
0.04957181587815285,
0.04719943925738335,
0.029471714049577713,
-0.0269195307046175,
0.024471089243888855,
-0.07344043254852295,
-0.06488058716058731,
-0.02857770211994648,
0.018178807571530342,
0.05393105000257492,
-0.07148325443267822,
0.010957639664411545,
0.0603073388338089,
-0.08886627852916718,
0.07517511397600174,
-0.06011315807700157,
0.05833332985639572,
0.04353215917944908,
-0.04986032843589783,
-0.06333757936954498,
-0.08167418092489243,
-0.09709716588258743,
-0.05930738151073456,
0.0767243281006813,
0.05454963073134422,
-0.035947028547525406,
0.02920135296881199,
-0.0108246561139822,
0.027991225942969322,
-0.08439521491527557,
-0.05737946927547455,
0.009878161363303661,
0.014090746641159058,
-0.1351359486579895,
0.007400368805974722,
-0.05015789717435837,
-0.041714247316122055,
0.05776137486100197,
0.11865843087434769,
0.02293976955115795,
-0.0696442723274231,
0.006956408731639385,
-0.07366214692592621,
-0.06341210007667542,
0.008235516957938671,
-0.023585911840200424,
0.09004487842321396,
-0.029944490641355515,
-0.06389480829238892,
-0.08565156161785126,
-0.06442730873823166,
-0.06143193319439888,
0.011824141256511211,
0.07659878581762314,
0.06364987790584564,
0.005670785438269377,
0.004582029301673174,
0.015056468546390533,
0.06959650665521622,
0.005941275041550398,
0.03565024584531784,
0.07060223072767258,
-0.009023900143802166,
0.02419324778020382,
0.010129576548933983,
-0.06191413477063179,
-0.03803512826561928,
0.089692123234272,
-0.03668137639760971,
0.04511687904596329,
0.03891824930906296,
0.02873571589589119,
0.06432896107435226,
-0.015940552577376366,
0.08230175077915192,
-0.03227910026907921,
0.06218860670924187,
-0.02776171639561653,
0.10089019685983658,
0.034103598445653915,
-0.013492747209966183,
-0.03660435974597931,
-0.013585607521235943,
-0.031239300966262817,
0.002867074916139245,
0.05501670762896538,
-0.003671641694381833,
-0.05370194837450981,
-0.050451964139938354,
-0.0025264001451432705,
-0.02493603155016899,
-0.0029314314015209675,
-0.037408795207738876,
0.056237511336803436,
-0.005402886308729649,
-0.056764453649520874,
-0.06881298124790192,
0.034788861870765686,
-0.05229438841342926,
0.054976750165224075,
-0.006058738101273775,
0.052144233137369156,
-0.003987189382314682,
0.004766848403960466,
0.06602148711681366,
0.01841839961707592,
-0.010976563207805157,
-0.011941075325012207,
-0.025068221613764763,
-0.00993287656456232,
-0.05803453549742699,
-0.07606229931116104,
-0.07221890240907669,
0.01794181577861309,
0.011479734443128109,
-0.02068273164331913,
0.027150874957442284,
-0.0028107271064072847,
-0.04480881616473198,
-0.07688023149967194,
-0.05151967704296112,
-0.007043754681944847,
-0.048070646822452545,
0.06403116881847382,
0.045414283871650696,
0.05812429264187813,
-0.042235828936100006,
-0.02043638937175274,
0.0068232170306146145,
0.05759159475564957,
0.0443139486014843,
-0.0014513886999338865,
-0.04168853536248207,
0.07652124762535095,
-0.00177892972715199,
0.02470649778842926,
0.05180042237043381,
-0.06420321762561798,
-0.06164209544658661,
0.06546170264482498,
-0.0060882484540343285,
-0.08015607297420502,
0.020462753251194954,
0.10662373900413513,
-0.006308753974735737,
-0.0034502241760492325,
0.04168619215488434,
-0.006865988951176405,
0.013924316503107548,
-0.06618714332580566,
-0.0336729921400547,
0.03323952108621597,
0.06274589151144028,
-0.0768590047955513,
-0.025844914838671684,
0.02754973992705345,
-0.048086345195770264,
-0.013503768481314182,
-0.08177381753921509,
-0.0791323110461235,
-0.014594520442187786,
-0.08852044492959976,
-0.06280051171779633,
0.0668875202536583,
0.02111385576426983,
-0.05456917732954025,
-0.11287147551774979,
-0.03362087532877922,
0.02739105373620987,
-0.04819289222359657,
0.06026912108063698,
-0.016579294577240944,
0.011021468788385391,
-0.0033660857006907463,
0.027378011494874954,
0.058753058314323425,
0.024504048749804497,
-0.05218137428164482,
-0.0358988456428051,
0.0336964875459671,
-0.024233071133494377,
0.09154017269611359,
0.038387231528759,
0.08042678982019424,
-0.06670567393302917,
0.04466226324439049,
0.03184288367629051,
-0.06342001259326935,
0.05187654867768288,
0.024192413315176964,
0.02741512469947338,
0.03440167009830475,
-0.01003181841224432,
-0.015055122785270214,
-0.05071498453617096,
-0.045933909714221954,
-0.03806260973215103,
0.05933458358049393,
0.015289870090782642,
-0.028904052451252937,
-0.03974342718720436,
-0.06517064571380615,
0.03322715312242508,
0.08668293803930283,
-0.047617726027965546,
-0.027316918596625328,
0.07759740948677063,
0.03630219027400017,
0.023407936096191406,
0.061576876789331436,
0.05402977019548416,
-0.027872484177350998,
-0.0020450842566788197,
0.0719388872385025,
-0.03718272224068642,
-0.04453912004828453,
-0.004634455312043428,
-0.10524093359708786,
0.02486652508378029,
0.01497567817568779,
0.09937730431556702,
0.029122967272996902,
-0.004041976295411587,
0.05007302016019821,
-0.06311481446027756,
0.020983371883630753,
-0.0011237687431275845,
-0.05790254846215248,
0.06052486225962639,
0.03785022348165512,
-0.09492681175470352,
-0.0013237408129498363,
0.003956617787480354,
0.07692235708236694,
-0.0008998248958960176,
0.05947926267981529,
0.09033605456352234,
0.05427810922265053,
-0.03301769867539406,
-0.018885312601923943,
0.017021456733345985,
0.04704121872782707,
-0.021640794351696968,
0.06203063204884529,
-0.0651148110628128,
-0.03922109678387642,
-0.03985040262341499,
-0.07268825173377991,
0.006133366841822863,
-0.06691788136959076,
0.010310712270438671,
0.059734564274549484,
-0.06953825056552887,
-0.022666389122605324,
0.034116584807634354,
-0.019220057874917984,
0.0425543487071991,
-0.029013153165578842,
-0.023968270048499107,
0.052242014557123184,
-0.08583927154541016,
-0.013038723729550838,
0.010940483771264553,
0.07019325345754623,
-0.06137216463685036,
-0.037614140659570694,
0.03876836597919464,
-0.024412142112851143,
-0.04622668772935867,
-0.00856124795973301,
-0.051054663956165314,
-0.07549282163381577,
0.0382978655397892,
-0.03171973302960396,
-0.025644531473517418,
-0.01907549425959587,
0.09592469781637192,
-0.044973183423280716,
-0.001367074903100729,
0.06468558311462402,
-0.04148813709616661,
0.05472042039036751,
-0.07760148495435715,
-0.0068670534528791904,
0.0938243642449379,
0.10522925108671188,
-0.01986650936305523,
-0.02068997174501419,
0.06489141285419464,
0.024520518258213997,
0.01658250391483307,
0.06635067611932755,
-0.020716842263936996,
0.03572584688663483,
0.04309674724936485,
-0.034727130085229874,
0.09483164548873901,
0.042729269713163376,
-0.028963331133127213,
0.01271795853972435,
-0.02371037006378174,
-0.030495010316371918,
-0.05858615040779114,
0.012120751664042473,
-0.0700317919254303,
-0.06316442787647247,
0.014648727141320705,
0.058663204312324524,
0.06822866946458817,
0.0671432837843895
] |
source: Lesswrong — https://www.lesswrong.com/posts/566kBoPi76t8KAkoD/on-
autogpt
### Why is it perceived better than ChatGPT?
Some enthousiasts degraded ChatGPT directly when wrapping their head around
the first results of AutoGPT. In essence, I believe the difference boils down
to following features, allowing AutoGPT to differentiate from ChatGPT:
* Smart(er) (and faster) prompting helps LLMs overcome their inherent limitations in areas such as the content window and math problem-solving.
* Internet access allows AutoGPT to access more and up-to-date information.
* (long term) Memory supports keeping a context across the executed tasks. | scraping/output/-3048720869722842573.txt | [
0.037998974323272705,
-0.04565776512026787,
-0.023317493498325348,
-0.022744109854102135,
0.06129540130496025,
-0.0008487090235576034,
0.04890638589859009,
0.024967601522803307,
0.06467120349407196,
-0.02581702172756195,
0.02001466043293476,
0.0009524841443635523,
0.056950975209474564,
-0.01650911755859852,
-0.06582839041948318,
0.08412737399339676,
0.03747278079390526,
-0.031643398106098175,
-0.07564597576856613,
-0.021849272772669792,
0.028814684599637985,
0.007079849019646645,
-0.024813856929540634,
0.018111634999513626,
0.05477365478873253,
0.04997415468096733,
-0.04646868258714676,
0.005050057079643011,
0.018023280426859856,
-0.10551880300045013,
-0.03879159316420555,
-0.0556725449860096,
0.03267078474164009,
-0.035169634968042374,
0.03823956474661827,
0.024649567902088165,
-0.030376983806490898,
-0.0611051470041275,
0.028488241136074066,
-0.08194045722484589,
-0.008655734360218048,
0.017633801326155663,
0.0581575408577919,
0.08092311024665833,
0.06847915053367615,
0.02066519297659397,
-0.039330679923295975,
0.07426147907972336,
-0.021959060803055763,
-0.035549506545066833,
-0.04732649773359299,
0.06839903444051743,
0.0044018919579684734,
0.06718254089355469,
0.030860740691423416,
-0.05882355570793152,
-0.10680995881557465,
-0.08005169034004211,
-0.0617145299911499,
0.013174607418477535,
0.050708383321762085,
-0.05054339021444321,
-0.016833573579788208,
0.005425542127341032,
0.11342284828424454,
0.07759196311235428,
0.023417288437485695,
0.03360583633184433,
-0.0857352614402771,
-0.03612297400832176,
-0.047188784927129745,
0.07815241068601608,
0.03316088020801544,
-0.048852235078811646,
0.04639793932437897,
0.06439477205276489,
0.033715393394231796,
-0.05565718933939934,
-0.02069811522960663,
-0.02436111681163311,
-0.06350240111351013,
-0.015830673277378082,
-0.03458764776587486,
0.029232986271381378,
-0.0651121661067009,
0.04152234271168709,
0.07057756185531616,
-0.056066546589136124,
0.0910147875547409,
-0.0582941398024559,
0.04306028410792351,
0.024910258129239082,
-0.04644621163606644,
-0.015804067254066467,
-0.06923045217990875,
-0.08809205144643784,
-0.06283283978700638,
0.09052029997110367,
0.03200189396739006,
-0.0511605367064476,
0.0544450618326664,
0.011526710353791714,
0.07141554355621338,
-0.03096725232899189,
-0.0532679483294487,
0.01504505891352892,
0.026971302926540375,
-0.10028301179409027,
0.04566541314125061,
-0.05823683738708496,
-0.054219696670770645,
0.061361752450466156,
0.10476195067167282,
0.03723437339067459,
-0.07291397452354431,
-0.02693321369588375,
-0.04438408091664314,
-0.036956366151571274,
0.01827213540673256,
-0.02970122918486595,
0.08602860569953918,
-0.03327323868870735,
-0.0711660385131836,
-0.06272958219051361,
-0.02328837849199772,
-0.01255092117935419,
0.013272246345877647,
0.053261034190654755,
0.06653926521539688,
0.02036258392035961,
-0.006590500008314848,
0.024998459964990616,
0.04953048750758171,
0.01181209646165371,
0.058462899178266525,
0.0887654721736908,
-0.032463189214468,
0.0440412238240242,
-0.0350831001996994,
-0.07207472622394562,
-0.035028841346502304,
0.07048425823450089,
-0.016091229394078255,
0.05722184479236603,
0.04391754791140556,
0.009850294329226017,
0.04752210155129433,
-0.049422018229961395,
0.08515196293592453,
-0.07133114337921143,
0.03931015357375145,
-0.02079816907644272,
0.09303709119558334,
0.03734700381755829,
0.029442982748150826,
-0.04227049648761749,
-0.015674496069550514,
-0.03920493647456169,
0.027178406715393066,
0.04942356422543526,
-0.03965330123901367,
-0.06176040321588516,
-0.0835736021399498,
0.029777996242046356,
0.002767962636426091,
-0.07025686651468277,
-0.05036114156246185,
0.0710250735282898,
-0.04836872220039368,
-0.031398750841617584,
-0.11026161164045334,
0.06948652118444443,
-0.021994588896632195,
0.01778991147875786,
-0.001315762405283749,
0.03420098498463631,
-0.034030523151159286,
0.04704614356160164,
0.04803762212395668,
0.026935894042253494,
-0.019973279908299446,
-0.009076783433556557,
-0.02318255417048931,
-0.020264388993382454,
-0.06284375488758087,
-0.05153568834066391,
-0.03074689954519272,
0.01339218020439148,
0.04389549419283867,
-0.012794587761163712,
-0.009818789549171925,
0.022124266251921654,
-0.08304642885923386,
-0.06200537458062172,
-0.017468398436903954,
-0.01593625545501709,
-0.04205472394824028,
0.06245182827115059,
0.043386310338974,
0.0416271910071373,
-0.027751410380005836,
-0.021800488233566284,
-0.01440237183123827,
0.058623384684324265,
0.03522321581840515,
-0.0010280405404046178,
-0.050522323697805405,
0.05835648626089096,
0.008191096596419811,
-0.009156765416264534,
0.06710689514875412,
-0.047398608177900314,
-0.043617088347673416,
0.036078162491321564,
-0.0020218128338456154,
-0.05602923780679703,
-0.005834686569869518,
0.09838201850652695,
-0.037957288324832916,
0.0021132032852619886,
0.06813310831785202,
-0.023904338479042053,
0.020018257200717926,
-0.09262704849243164,
-0.01917201839387417,
0.04391416534781456,
0.04795040562748909,
-0.074307382106781,
-0.062299057841300964,
0.012996703386306763,
-0.04889104887843132,
-0.025738054886460304,
-0.038263823837041855,
-0.05909626930952072,
-0.05404636263847351,
-0.07651715725660324,
-0.029129942879080772,
0.04966145008802414,
0.02359967865049839,
-0.06727497279644012,
-0.046931859105825424,
-0.0391436368227005,
0.005315039306879044,
-0.07746505737304688,
0.04259823262691498,
-0.036788709461688995,
0.007604422513395548,
0.023897746577858925,
0.02090342342853546,
0.06820688396692276,
0.0644073560833931,
-0.029894834384322166,
-0.03671785816550255,
-0.0019349738722667098,
-0.03353879973292351,
0.07354046404361725,
0.051271796226501465,
0.052655939012765884,
-0.07191663235425949,
0.016712147742509842,
0.012692966498434544,
-0.036164894700050354,
0.061985913664102554,
0.05570067837834358,
0.03500795364379883,
0.03872714936733246,
-0.015476790256798267,
-0.021780000999569893,
-0.04808004945516586,
-0.07046344876289368,
-0.030269978567957878,
0.05049431324005127,
0.03829178959131241,
-0.037478007376194,
-0.07793013006448746,
-0.0710127130150795,
0.0020523874554783106,
0.05807742476463318,
-0.03387734293937683,
-0.0029714019037783146,
0.0666990876197815,
0.011255884543061256,
0.006556489039212465,
0.03557218611240387,
0.026961857452988625,
-0.0501306876540184,
-0.0018940852023661137,
0.06573281437158585,
-0.01487637311220169,
-0.035218268632888794,
-0.020490463823080063,
-0.07255992293357849,
0.03908880800008774,
-0.02434294857084751,
0.14064796268939972,
0.029439615085721016,
-0.024537112563848495,
0.03811148181557655,
-0.07050656527280807,
0.05510101467370987,
-0.0019009121460840106,
-0.04034116864204407,
0.0361633226275444,
0.022195711731910706,
-0.09885251522064209,
0.018593965098261833,
0.05489936098456383,
0.04420343413949013,
0.012124059721827507,
0.00022705449373461306,
0.08342389762401581,
0.06704680621623993,
-0.07328484952449799,
-0.017777709290385246,
0.05439292639493942,
0.06168747320771217,
-0.06605464965105057,
0.06542517989873886,
-0.052565764635801315,
-0.056078195571899414,
-0.047997910529375076,
-0.07770060002803802,
0.005256337113678455,
-0.09733977168798447,
0.0011612346861511469,
0.0886974111199379,
-0.06920355558395386,
-0.0036493903025984764,
0.040735624730587006,
-0.03613506630063057,
0.02164611406624317,
-0.006793351378291845,
-0.0349910594522953,
0.05303305760025978,
-0.0915190652012825,
0.014219910837709904,
0.0038998767267912626,
0.05967467278242111,
-0.09546998143196106,
-0.04887595772743225,
0.06233036145567894,
0.0025915561709553003,
-0.11117465794086456,
0.0054196747951209545,
-0.07400122284889221,
-0.05496153607964516,
0.04915653541684151,
-0.00862338487058878,
-0.04486340656876564,
-0.0034616105258464813,
0.0914132297039032,
-0.043488964438438416,
0.014676375314593315,
0.09008993953466415,
-0.012363993562757969,
0.07349531352519989,
-0.10749968886375427,
-0.05311181768774986,
0.06194789335131645,
0.10024002194404602,
-0.006112114526331425,
-0.014114988967776299,
0.02757278084754944,
0.08706241101026535,
0.07332463562488556,
0.06859100610017776,
-0.0007655994268134236,
0.035063885152339935,
0.037526536732912064,
-0.05905250087380409,
0.07145368307828903,
0.0639164075255394,
-0.04233604297041893,
-0.01170861441642046,
-0.029085468500852585,
-0.004715831018984318,
-0.043348345905542374,
-0.002511199563741684,
-0.09341073036193848,
-0.03747156634926796,
0.02248448319733143,
0.05493271350860596,
0.05670449882745743,
0.0769420713186264
] |
Another facet that is contributing to this overall perception is that AutoGPT
doesn’t require us to trigger the next steps (besides the approval to execute
commands, for cost purposes I believe), while ChatGPT required a human (you!)
to swiftly come with a well-crafted prompt to assure the quality and
effectiveness of the subsequent outputs. This ‘compounding effect’ of an agent
handling a series of tasks by itself is new to us, and is leaving a big impact
to the community today.
### Impact on Business Applications
The current possibilities of AutoGPT seem endless, but we are in the early
days of its development (yes, it’s hyping today). Today, AutoGPT is still
limited by a set of pre-defined commands (of which more will come every day)
and its true scale will lie in the number of atomic tasks it supports.
Also, these days you quickly experience that AutoGPT can get stuck in a loop,
is not able to handle the tasks and thus not able to provide you the expected
output. | scraping/output/-3048720869722842573.txt | [
-0.006086349952965975,
-0.02704096958041191,
-0.02650202065706253,
-0.03923589363694191,
0.06624851375818253,
-0.036072734743356705,
0.031097667291760445,
0.028724825009703636,
0.10864849388599396,
-0.03760188817977905,
0.05836101621389389,
0.012012475170195103,
0.08120182901620865,
-0.08118675649166107,
-0.043301668018102646,
0.05441415682435036,
0.041694533079862595,
-0.029640600085258484,
-0.0368034727871418,
-0.05185810104012489,
-0.006324633955955505,
0.010757233947515488,
-0.018399575725197792,
0.03555111959576607,
0.049396008253097534,
0.06744450330734253,
-0.07772869616746902,
0.022579163312911987,
0.043827757239341736,
-0.0858958289027214,
-0.056735772639513016,
-0.07648710906505585,
0.05055868998169899,
-0.08894313871860504,
0.014347054995596409,
0.014652649872004986,
-0.04806205630302429,
-0.047175075858831406,
0.06214446946978569,
-0.09528622776269913,
-0.009327514097094536,
0.017961733043193817,
0.0474458746612072,
0.04154910147190094,
0.0646083801984787,
0.07295825332403183,
-0.05815119296312332,
0.057138197124004364,
-0.05619147792458534,
-0.0471670962870121,
-0.024878045544028282,
0.054575365036726,
0.030911969020962715,
0.061930980533361435,
0.04615117609500885,
-0.07692062854766846,
-0.09344043582677841,
-0.09272235631942749,
-0.054652344435453415,
0.06030761078000069,
0.05416281148791313,
-0.039914295077323914,
-0.007297212723642588,
0.0018569882959127426,
0.10346300899982452,
0.08594239503145218,
0.004712860565632582,
0.056678593158721924,
-0.06440646946430206,
-0.020794391632080078,
-0.02805478684604168,
0.08237868547439575,
0.005192580167204142,
-0.0555315725505352,
0.018949104472994804,
0.08775930106639862,
0.011760113760828972,
-0.01389085128903389,
0.03668222948908806,
-0.04004879668354988,
-0.03834282234311104,
-0.022953081876039505,
-0.010217096656560898,
0.021470574662089348,
-0.033283207565546036,
0.015423545613884926,
0.06156495586037636,
-0.039947181940078735,
0.09016090631484985,
-0.047453150153160095,
0.06430521607398987,
0.05052977800369263,
-0.047586046159267426,
-0.02004225179553032,
-0.07435134798288345,
-0.11071619391441345,
-0.06441047787666321,
0.06249917671084404,
0.05300626531243324,
-0.04032480716705322,
0.06890338659286499,
-0.0151494350284338,
0.03769008815288544,
-0.038165267556905746,
-0.01111797895282507,
-0.010643365792930126,
0.005209706258028746,
-0.09825663268566132,
0.015403103083372116,
-0.02945943921804428,
-0.03598708659410477,
0.05281044542789459,
0.09804923832416534,
0.0037556046154350042,
-0.09095858782529831,
-0.053785257041454315,
-0.031080666929483414,
-0.054737698286771774,
0.011908024549484253,
-0.050682902336120605,
0.07861234247684479,
-0.03168954327702522,
-0.06238463521003723,
-0.06512274593114853,
-0.035973113030195236,
-0.017141634598374367,
0.005140730179846287,
0.07530662417411804,
0.06766464561223984,
-0.001176694524474442,
0.021669821813702583,
0.03601057082414627,
0.03896218538284302,
0.006645446177572012,
0.053027912974357605,
0.07953085005283356,
-0.013205556198954582,
0.01974419876933098,
0.006671303883194923,
-0.046879079192876816,
-0.0823967456817627,
0.05941150337457657,
-0.03794999048113823,
0.07435593754053116,
0.0685042217373848,
0.012213642708957195,
0.053979918360710144,
-0.03151160478591919,
0.08618499338626862,
-0.03437089920043945,
0.04242561012506485,
-0.012538440525531769,
0.1147264763712883,
0.002485212404280901,
0.02830744907259941,
-0.06011003628373146,
-0.059359580278396606,
-0.04611797258257866,
0.02570538967847824,
0.04268675297498703,
-0.04291920363903046,
-0.024787861853837967,
-0.06292953342199326,
0.042255885899066925,
-0.0226619690656662,
-0.02401895821094513,
-0.044667959213256836,
0.059630975127220154,
-0.021905388683080673,
-0.02260773815214634,
-0.0713149681687355,
0.04977846145629883,
-0.03097434900701046,
0.06446485221385956,
-0.011764021590352058,
0.009676582179963589,
-0.031196530908346176,
0.028375642374157906,
0.056098103523254395,
0.014800053089857101,
-0.01133938878774643,
-0.0016233841888606548,
-0.039352916181087494,
-0.012697199359536171,
-0.015606761910021305,
-0.05486463010311127,
-0.04994862899184227,
-0.0024331670720130205,
0.00024296694027725607,
-0.0010458078468218446,
0.0013616064097732306,
0.018790090456604958,
-0.03924444690346718,
-0.055048223584890366,
-0.04866582155227661,
-0.009316546842455864,
-0.03133995458483696,
0.014584803022444248,
0.07259992510080338,
0.06657443940639496,
-0.0007398684392683208,
-0.036953654140233994,
-0.004457736387848854,
0.027595659717917442,
0.029001064598560333,
-0.03111097402870655,
-0.029656829312443733,
0.05165068060159683,
-0.017700355499982834,
0.02449529804289341,
0.06522155553102493,
-0.08653426170349121,
-0.067781463265419,
0.028659304603934288,
-0.016070134937763214,
-0.04823777824640274,
0.007033637259155512,
0.09134560078382492,
-0.0032718603033572435,
0.0074979583732783794,
0.07425656914710999,
-0.007326334249228239,
0.003088985336944461,
-0.09585722535848618,
-0.020111316815018654,
0.06625574082136154,
0.05053466558456421,
-0.09616127610206604,
-0.0611271858215332,
0.04369594156742096,
-0.06735175848007202,
-0.0118473581969738,
-0.05603804066777229,
-0.062223438173532486,
-0.030954303219914436,
-0.08449278026819229,
-0.023958710953593254,
0.06457282602787018,
0.035015322268009186,
-0.06040245667099953,
-0.09082427620887756,
-0.02803097851574421,
0.03974581137299538,
-0.06144415959715843,
0.08232785761356354,
-0.01947520673274994,
-0.02256457321345806,
-0.005643387790769339,
0.03482265770435333,
0.0337606817483902,
0.057080138474702835,
-0.054992035031318665,
-0.05675060674548149,
0.014819445088505745,
-0.08616102486848831,
0.06892623007297516,
0.03200608491897583,
0.051853593438863754,
-0.0892316997051239,
0.03641840070486069,
0.06958097219467163,
-0.02118573524057865,
0.051227692514657974,
0.023312563076615334,
0.03206581622362137,
0.02787848375737667,
-0.017017299309372902,
-0.015516865067183971,
-0.06058043614029884,
-0.04058967903256416,
-0.04952848702669144,
0.03210408240556717,
0.03406328335404396,
-0.01699180155992508,
-0.05197007581591606,
-0.08192804455757141,
0.009248591959476471,
0.07102425396442413,
-0.09296250343322754,
-0.02876592054963112,
0.06606130301952362,
0.016066187992691994,
0.00952999573200941,
0.06669382005929947,
0.05373680964112282,
-0.05378279462456703,
-0.002272280165925622,
0.08022895455360413,
-0.06488123536109924,
-0.04380887746810913,
-0.016779961064457893,
-0.0651826560497284,
0.03169115260243416,
-0.005200121086090803,
0.12257551401853561,
-0.0013085197424516082,
-0.0037080422043800354,
0.06151631847023964,
-0.06398185342550278,
0.021387718617916107,
0.016912931576371193,
-0.02991671860218048,
0.07014617323875427,
0.046069737523794174,
-0.06634220480918884,
0.031106548383831978,
0.02995232492685318,
0.04223150014877319,
0.034729935228824615,
0.017858635634183884,
0.07817625999450684,
0.09195289015769958,
-0.04749829322099686,
-0.03597055748105049,
0.019739309325814247,
0.06981056183576584,
-0.05874159559607506,
0.05759873241186142,
-0.03918037191033363,
-0.06887441873550415,
-0.05621476098895073,
-0.07010477781295776,
0.009126796387135983,
-0.07935251295566559,
0.004250023979693651,
0.0595366433262825,
-0.04649297520518303,
-0.024469729512929916,
0.0370527021586895,
-0.027513589709997177,
0.049591243267059326,
-0.011161798611283302,
-0.06512881070375443,
0.0525040440261364,
-0.11834388971328735,
-0.014873586595058441,
0.025622911751270294,
0.057968877255916595,
-0.04185468330979347,
-0.03990224748849869,
0.03969689458608627,
-0.03694223240017891,
-0.04272929206490517,
0.024966523051261902,
-0.04744984209537506,
-0.06539231538772583,
0.043519847095012665,
-0.054078247398138046,
-0.013515017926692963,
0.018503732979297638,
0.07426980137825012,
-0.06712456047534943,
0.024025971069931984,
0.06393084675073624,
-0.03517768532037735,
0.091184101998806,
-0.10326322168111801,
-0.05068907514214516,
0.059265561401844025,
0.08631303161382675,
0.0003335389483254403,
-0.033169936388731,
0.05425749346613884,
0.07984137535095215,
0.034997470676898956,
0.0643128976225853,
-0.002331674797460437,
0.030311046168208122,
0.027195578441023827,
-0.04711352661252022,
0.08561408519744873,
0.04763340577483177,
-0.06419830769300461,
-0.01690499670803547,
-0.009231003932654858,
-0.015557621605694294,
-0.03427926078438759,
0.018799370154738426,
-0.06166980043053627,
-0.06320502609014511,
0.02880757860839367,
0.06281481683254242,
0.036290694028139114,
0.07515363395214081
] |
However, the genie is out of the bottle, and more and more people will test
and improve AutoGPT. Everyday AutoGPT will be able to handle more and more
atomic tasks and the perception of it’s power will further increase.
An overview of additional atomic tasks (e.g. Bing Search, email, Twilio,
Telegram, …)
In the coming months, I anticipate the business impact of AutoGPT will still
be limited to the fairly easy processes, of which the subtasks are known and
‘supported’ . Over time, we will have a clearer distinction between use cases
where AutoGPT is useful (e.g. initial research, composing an itinerary for
your next travel destination, …) and where it is not doing a great job at all.
For these successful use cases, it will further revolutionise the way we work
and interact with machines and the role of humans overall. | scraping/output/-3048720869722842573.txt | [
0.026786748319864273,
-0.047865960747003555,
-0.04268559440970421,
-0.05456921458244324,
0.07316698879003525,
-0.036864787340164185,
0.01194321271032095,
0.017115412279963493,
0.06945192813873291,
-0.03127903491258621,
0.077635258436203,
0.018285291269421577,
0.08021757751703262,
-0.059331465512514114,
-0.03416379168629646,
0.0668584406375885,
0.0674244612455368,
-0.05275582894682884,
-0.036181606352329254,
-0.04551125317811966,
0.00868481956422329,
0.010083911009132862,
-0.06586387753486633,
0.02968655340373516,
0.0667022243142128,
0.054217200726270676,
-0.06818599998950958,
-0.036719851195812225,
0.04232177138328552,
-0.04298257827758789,
-0.04956106096506119,
-0.03659199923276901,
0.025462670251727104,
-0.06669938564300537,
0.021054867655038834,
0.019000444561243057,
-0.0680026188492775,
-0.048584531992673874,
0.03354911878705025,
-0.11438645422458649,
-0.044552240520715714,
-0.02712746150791645,
0.026500271633267403,
0.02771570347249508,
0.06537102162837982,
0.06740386039018631,
-0.0488477386534214,
0.0713784471154213,
-0.045373015105724335,
-0.010426060296595097,
-0.006094774231314659,
0.060523856431245804,
0.05052899941802025,
0.09289847314357758,
0.03503473848104477,
-0.03233519569039345,
-0.08412296324968338,
-0.07614945620298386,
-0.07300122082233429,
0.05247621610760689,
0.023042669519782066,
-0.03237536922097206,
-0.021610982716083527,
0.019089551642537117,
0.11363209784030914,
0.0938941016793251,
0.047042641788721085,
0.03787212446331978,
-0.03208509832620621,
-0.015629379078745842,
-0.002283957554027438,
0.06262572854757309,
0.011733598075807095,
-0.060724206268787384,
0.05354272201657295,
0.12672890722751617,
0.022431740537285805,
-0.008989558555185795,
0.03425240516662598,
-0.04916086792945862,
-0.07968208193778992,
-0.03721984848380089,
-0.03449514880776405,
0.029438478872179985,
-0.06514529883861542,
0.016505461186170578,
0.023619655519723892,
-0.051182255148887634,
0.10232757031917572,
-0.05014654994010925,
0.052985578775405884,
0.0559505894780159,
-0.03377363830804825,
-0.03388485312461853,
-0.07554665207862854,
-0.1394544392824173,
-0.07709087431430817,
0.08832520991563797,
0.07770596444606781,
-0.04805540665984154,
0.04923909157514572,
-0.02199762873351574,
0.0259612575173378,
-0.07280904054641724,
-0.03382284939289093,
0.029301099479198456,
0.04737652465701103,
-0.08112164586782455,
0.04283390939235687,
-0.04810453951358795,
-0.05728517845273018,
0.07132527232170105,
0.11503293365240097,
0.02784864604473114,
-0.04885470122098923,
-0.01276630163192749,
-0.023294584825634956,
-0.047904495149850845,
0.014644155278801918,
-0.06109122186899185,
0.10300878435373306,
-0.0017411797307431698,
-0.06721723824739456,
-0.05675335228443146,
-0.0555386058986187,
-0.04932526871562004,
0.03180855140089989,
0.06495603173971176,
0.043616678565740585,
0.032624613493680954,
0.0283842571079731,
0.01742035336792469,
0.07222999632358551,
0.019402949139475822,
0.054794974625110626,
0.05718059465289116,
-0.0497681125998497,
0.00915561430156231,
-0.015108018182218075,
-0.07168160378932953,
-0.06569558382034302,
0.10533065348863602,
-0.03104235790669918,
0.042111463844776154,
0.048623133450746536,
0.008816574700176716,
0.04592928662896156,
-0.0327635332942009,
0.0674169585108757,
0.008199517615139484,
0.0503595732152462,
-0.03518301248550415,
0.09654545783996582,
0.017152247950434685,
0.026650363579392433,
-0.07129412144422531,
-0.03235853835940361,
-0.021710775792598724,
0.04649631306529045,
0.03457637503743172,
-0.033839333802461624,
-0.05184868350625038,
-0.09310305863618851,
0.004266724921762943,
-0.020315084606409073,
0.02668529748916626,
-0.02329130284488201,
0.0470069944858551,
-0.018059086054563522,
-0.01713421195745468,
-0.07418245077133179,
0.04161766916513443,
-0.019781457260251045,
0.07018709927797318,
0.014986095950007439,
0.02477220818400383,
-0.0077902767807245255,
0.03638930991292,
0.047598861157894135,
0.018810559064149857,
-0.03158115968108177,
-0.04122805595397949,
-0.030876174569129944,
-0.029263067990541458,
-0.07406993955373764,
-0.05183224007487297,
-0.05840024724602699,
0.009772539138793945,
0.010016124695539474,
0.00099224376026541,
0.04171561449766159,
0.020376529544591904,
-0.07699786871671677,
-0.0798928439617157,
-0.06496213376522064,
0.00446463143453002,
-0.06092950329184532,
0.057771530002355576,
0.04117433354258537,
0.06018446013331413,
-0.009370183572173119,
-0.05022674426436424,
0.0002943288127426058,
0.05285818874835968,
0.03314309939742088,
-0.02371286042034626,
-0.027879711240530014,
0.04570251330733299,
-0.009092695079743862,
0.009941084310412407,
0.05909205228090286,
-0.058584436774253845,
-0.0837271437048912,
0.033717866986989975,
-0.002379907527938485,
-0.03639286011457443,
-0.031392134726047516,
0.0969911515712738,
-0.019796360284090042,
-0.01617509499192238,
0.057828985154628754,
-0.008167259395122528,
0.026379315182566643,
-0.09224500507116318,
-0.0631098747253418,
0.03666597977280617,
0.06933565437793732,
-0.09363303333520889,
-0.07171685993671417,
0.04553672671318054,
-0.011264865286648273,
-0.011361351236701012,
-0.050963494926691055,
-0.044719234108924866,
-0.019274195656180382,
-0.0475638322532177,
-0.04544709995388985,
0.04407598450779915,
0.04201369732618332,
-0.028906868770718575,
-0.08702454715967178,
-0.008231325075030327,
0.01042797602713108,
-0.0960402563214302,
0.07948706299066544,
-0.0373317189514637,
-0.002349659102037549,
-0.005482918117195368,
-0.0010434651048853993,
0.02203482761979103,
0.0724828839302063,
-0.045688532292842865,
-0.06825251132249832,
-0.003768847556784749,
-0.007651630323380232,
0.03662339970469475,
0.04773480445146561,
0.058855824172496796,
-0.09711913764476776,
0.05757228285074234,
0.04353116825222969,
-0.09569787979125977,
0.07554205507040024,
0.04605882987380028,
0.023486830294132233,
0.020286962389945984,
0.008063768036663532,
-0.02696930430829525,
-0.02830979786813259,
-0.04266708716750145,
-0.06454170495271683,
0.03608475252985954,
0.056805405765771866,
-0.039144620299339294,
-0.05943761393427849,
-0.0770491510629654,
0.018295124173164368,
0.07844513654708862,
-0.05282194912433624,
-0.009366774000227451,
0.05996166914701462,
-0.003913435153663158,
0.0006828164914622903,
0.04800970479846001,
0.022266186773777008,
-0.035324037075042725,
-0.00846022553741932,
0.10252559185028076,
-0.02465273253619671,
-0.05126842111349106,
-0.0016973904566839337,
-0.03163137286901474,
0.04923943430185318,
-0.013971463777124882,
0.08730819076299667,
0.04157239943742752,
-0.017901360988616943,
0.04918289929628372,
-0.0895390585064888,
0.008135187439620495,
-0.018470196053385735,
-0.027946079149842262,
0.02854294702410698,
0.04852047562599182,
-0.06515616178512573,
0.040208850055933,
0.052297767251729965,
0.028232162818312645,
0.022217774763703346,
0.02461947873234749,
0.05011611059308052,
0.08161398768424988,
-0.0694122463464737,
-0.06055415794253349,
0.02070610411465168,
0.06896767765283585,
-0.02510336972773075,
0.049123115837574005,
-0.06475535780191422,
-0.041594840586185455,
-0.05713780224323273,
-0.054545920342206955,
0.005650545470416546,
-0.06952891498804092,
0.009043904021382332,
0.04468805715441704,
-0.055028799921274185,
-0.0009669868741184473,
0.028861677274107933,
-0.029215892776846886,
0.05043086037039757,
-0.04592820629477501,
-0.03301158919930458,
0.03531232103705406,
-0.09269407391548157,
-0.04247597977519035,
-0.0483846515417099,
0.05052071437239647,
-0.05921103060245514,
-0.07232214510440826,
0.02627784013748169,
0.01365042943507433,
-0.03278875723481178,
0.02567831240594387,
-0.07673550397157669,
-0.03563574701547623,
0.0392170213162899,
-0.04741867631673813,
-0.017612513154745102,
0.001683116890490055,
0.056533120572566986,
-0.04382272809743881,
0.03777984529733658,
0.06931428611278534,
-0.05440374091267586,
0.09192713350057602,
-0.07624535262584686,
-0.034876272082328796,
0.04370607063174248,
0.0535268560051918,
-0.013158760964870453,
-0.015299487859010696,
0.059206556528806686,
0.05485322326421738,
0.06803016364574432,
0.06584532558917999,
0.004521457478404045,
0.0341741144657135,
0.027634745463728905,
-0.0631079152226448,
0.050660163164138794,
0.0606500580906868,
-0.03580167517066002,
0.011715104803442955,
-0.015252217650413513,
-0.040228601545095444,
-0.04350676387548447,
0.022599566727876663,
-0.06947235763072968,
-0.01892651990056038,
0.023785145953297615,
0.06959006935358047,
0.07227780669927597,
0.07267887145280838
] |
One key element to keep in mind: as long as third parties do not allow access
to perform operations via an API, AutoGPT will not suddenly (and magically) be
able to execute the tasks successfully. People will need to tell to AutoGPT
how to handle atomic tasks (e.g. how to send an email, how to browse, how to
query the latest flights to Malta, … how to launch a rocket…) in order for
AutoGPT to benefit from it.
### Is This a Next Step towards AGI?
AutoGPT is not the only system that performs similar functions. Other systems
include Microsoft Jarvis and BabyAGI. All three initiatives are a promising a
first step towards AGI, Artificial General Intelligence, and I believe the
evolution will go faster and faster. From that perspective, I believe it is
good that there is much time spent on investigating the possibilities of such
systems today already. | scraping/output/-3048720869722842573.txt | [
0.01575293391942978,
-0.0036317615304142237,
-0.025270896032452583,
-0.04041149839758873,
0.07329640537500381,
-0.041283685714006424,
0.03645336255431175,
0.00001121744753618259,
0.0880386009812355,
-0.04592202603816986,
0.05622093006968498,
0.01151955034583807,
0.07353460043668747,
-0.050591208040714264,
-0.0086329635232687,
0.09095894545316696,
0.05250541493296623,
-0.029779046773910522,
-0.04760105162858963,
-0.03388769552111626,
0.021387673914432526,
0.009459779597818851,
-0.0637742429971695,
0.016212821006774902,
0.0817374736070633,
0.09659899771213531,
-0.05642794072628021,
0.009098156355321407,
0.04825183004140854,
-0.051415152847766876,
-0.038634173572063446,
-0.03342180326581001,
0.039529021829366684,
-0.07886108756065369,
0.016903281211853027,
0.014988292008638382,
-0.056135330349206924,
-0.041124988347291946,
0.07013708353042603,
-0.11758700758218765,
-0.028334110975265503,
0.0055029490031301975,
0.0318271666765213,
0.024714067578315735,
0.06411703675985336,
0.039474934339523315,
-0.05937694385647774,
0.07302580028772354,
-0.041308797895908356,
-0.03938716650009155,
-0.043433625251054764,
0.050804220139980316,
0.03000025637447834,
0.08402600884437561,
0.04256737232208252,
-0.044186852872371674,
-0.08982965350151062,
-0.09264114499092102,
-0.055140379816293716,
0.03352581709623337,
0.019927144050598145,
-0.03533807396888733,
0.006421799771487713,
0.038771532475948334,
0.08497358113527298,
0.05413156747817993,
0.008305252529680729,
0.051176588982343674,
-0.03896508738398552,
-0.009456624276936054,
-0.04644953832030296,
0.053359679877758026,
0.021470550447702408,
-0.07787251472473145,
0.02343902923166752,
0.046496275812387466,
0.05003078654408455,
-0.016780784353613853,
0.04800202324986458,
-0.02600686438381672,
-0.09985873103141785,
-0.02381601557135582,
0.014755175448954105,
0.0018037911504507065,
-0.014199886471033096,
0.03774243965744972,
0.05866709724068642,
-0.05554196238517761,
0.07796862721443176,
-0.03976381942629814,
0.048311006277799606,
0.015134629793465137,
-0.06380590051412582,
-0.030111154541373253,
-0.05768593028187752,
-0.11239162087440491,
-0.06571580469608307,
0.10636068880558014,
0.07024169713258743,
-0.013689707033336163,
0.09126631915569305,
-0.04368985444307327,
0.03676866739988327,
-0.056748125702142715,
-0.042032577097415924,
0.014736938290297985,
0.0387096107006073,
-0.11744842678308487,
0.04162100702524185,
-0.0444672591984272,
-0.06642880290746689,
0.039957188069820404,
0.11228391528129578,
-0.00030987104400992393,
-0.07334256917238235,
-0.04064083471894264,
-0.02279888466000557,
-0.06025337800383568,
0.013829411007463932,
-0.04248913750052452,
0.07979477941989899,
-0.02412370778620243,
-0.08442267030477524,
-0.07781832665205002,
-0.06207147240638733,
-0.04861040413379669,
0.011588005349040031,
0.052650026977062225,
0.06907206773757935,
0.006325202528387308,
0.013387439772486687,
0.023576458916068077,
0.03796254098415375,
0.02463211491703987,
0.09229829162359238,
0.0998532772064209,
-0.04125415161252022,
0.0061518242582678795,
0.002635694807395339,
-0.0519317165017128,
-0.050719574093818665,
0.07834932953119278,
-0.03634023293852806,
0.06243869662284851,
0.06310088187456131,
0.03049154207110405,
0.07400717586278915,
-0.05961238965392113,
0.035823214799165726,
-0.013464843854308128,
0.05548964813351631,
-0.02465847134590149,
0.09475623816251755,
-0.0013263593427836895,
0.04609103500843048,
-0.04042448103427887,
-0.04192238673567772,
-0.04897800087928772,
0.020822690799832344,
0.04513676092028618,
-0.04585573449730873,
-0.03660215809941292,
-0.07646690309047699,
0.013198885135352612,
-0.04684358090162277,
0.019492100924253464,
-0.049504853785037994,
0.07469235360622406,
-0.04549695551395416,
-0.028841275721788406,
-0.09058202058076859,
0.023907147347927094,
-0.02190210297703743,
0.08289229869842529,
-0.011916717514395714,
0.012606349773705006,
-0.02935131825506687,
0.03799819573760033,
0.07513664662837982,
0.01521429605782032,
-0.010219162330031395,
-0.011906658299267292,
-0.0537264347076416,
-0.02038983441889286,
-0.0349879264831543,
-0.034480441361665726,
-0.025468159466981888,
0.006583086680620909,
0.039104681462049484,
-0.021791301667690277,
0.0181282889097929,
0.01496130134910345,
-0.06628653407096863,
-0.07926180958747864,
-0.05762004107236862,
0.027643078938126564,
-0.04736555367708206,
0.07502768933773041,
0.05209818854928017,
0.03520152345299721,
-0.004227893892675638,
-0.016463717445731163,
0.01585746370255947,
0.04181955009698868,
0.04130256921052933,
-0.03314634785056114,
-0.048250455409288406,
0.04295781999826431,
-0.01092385035008192,
0.014709105715155602,
0.03828746825456619,
-0.05824853107333183,
-0.04359257593750954,
0.039461053907871246,
-0.008286191150546074,
-0.0012175707379356027,
-0.0081903375685215,
0.08533920347690582,
-0.016839632764458656,
-0.013827712275087833,
0.037780292332172394,
-0.05354025587439537,
0.011567117646336555,
-0.08867215365171432,
-0.06668243557214737,
0.0469730906188488,
0.07056057453155518,
-0.09892706573009491,
-0.06082231551408768,
0.06460483372211456,
-0.05101097375154495,
-0.02077743597328663,
-0.08448215574026108,
-0.06281346082687378,
-0.025346452370285988,
-0.06728234887123108,
-0.04253648221492767,
0.08643412590026855,
0.028899971395730972,
-0.04321214556694031,
-0.0936455950140953,
-0.021726803854107857,
0.00800262950360775,
-0.04296104609966278,
0.059975750744342804,
0.006132469978183508,
-0.03180057927966118,
0.030680187046527863,
-0.008210915140807629,
-0.006767060607671738,
0.04475889727473259,
-0.05750259384512901,
-0.061408087611198425,
0.0031969191040843725,
-0.024830877780914307,
0.07399441301822662,
0.05868273600935936,
0.0648738220334053,
-0.07702846080064774,
0.07006267458200455,
0.016337217763066292,
-0.02502625249326229,
0.054586559534072876,
0.04892190173268318,
0.032378483563661575,
0.029312212020158768,
-0.04476573318243027,
-0.010107364505529404,
-0.0638313740491867,
-0.024427153170108795,
-0.05846520513296127,
0.024826960638165474,
0.039040423929691315,
-0.04806691035628319,
-0.04378502815961838,
-0.06506845355033875,
0.03646845743060112,
0.05961713567376137,
-0.05592701584100723,
-0.024483107030391693,
0.062122173607349396,
0.03629860281944275,
0.05083928629755974,
0.04773997887969017,
0.03647177666425705,
-0.03806055709719658,
0.0030954761896282434,
0.08695048093795776,
-0.054456766694784164,
-0.08136952668428421,
-0.020974520593881607,
-0.03135884553194046,
0.04958055913448334,
-0.01749071478843689,
0.09668153524398804,
0.03920431062579155,
0.0017835604958236217,
0.013301478698849678,
-0.10457239300012589,
0.03327399119734764,
0.004351312760263681,
-0.034184422343969345,
0.05117937549948692,
0.02579321339726448,
-0.06308241933584213,
0.01433639507740736,
0.0554935522377491,
0.07168887555599213,
-0.0071954140439629555,
0.036892782896757126,
0.07750973105430603,
0.09169268608093262,
-0.052618853747844696,
-0.05868672952055931,
0.016432151198387146,
0.046846091747283936,
-0.026186421513557434,
0.014819827862083912,
-0.06390039622783661,
-0.05058974772691727,
-0.055028028786182404,
-0.04277587682008743,
-0.01630583591759205,
-0.07900606095790863,
0.01614787057042122,
0.04087701439857483,
-0.0760861486196518,
-0.011113361455500126,
0.034707728773355484,
-0.01789407804608345,
0.06814978271722794,
-0.03349151089787483,
-0.019529150798916817,
0.028368743136525154,
-0.09908129274845123,
-0.01502164825797081,
-0.007554331794381142,
0.0842643529176712,
-0.05453689396381378,
-0.08508637547492981,
0.003224800108000636,
-0.005042353179305792,
-0.05277261510491371,
0.011290046386420727,
-0.07761043310165405,
-0.04128885269165039,
0.012153330259025097,
-0.05710827559232712,
-0.01128118485212326,
-0.01146357785910368,
0.0764065682888031,
-0.03591394051909447,
0.01224588230252266,
0.05292842537164688,
-0.05975465103983879,
0.10634549707174301,
-0.09711477905511856,
-0.027939433231949806,
0.06688148528337479,
0.07148325443267822,
0.03258807584643364,
-0.027845164760947227,
0.06404566764831543,
0.0610266774892807,
0.029793398454785347,
0.06121566519141197,
0.013084339909255505,
0.036893390119075775,
0.04889880120754242,
-0.046675775200128555,
0.04891490563750267,
0.05035234987735748,
-0.06534437090158463,
-0.014058878645300865,
-0.00266294926404953,
-0.009167828597128391,
-0.04629795625805855,
0.028156334534287453,
-0.05611322075128555,
-0.08067955076694489,
0.021176600828766823,
0.04366202652454376,
0.04067980498075485,
0.07994212210178375
] |
Today we know already that if AutoGPT knows how to perform an atomic task, it
is able to generate results in a much higher rate than our brain. However it
is still in our hands to provide the possibility to interact with e.g. a
rocket via an API. In other words, if we create a way that allows everyone to
interact with a rocket launcher, than AutoGPT could learn how to interact with
it.
Another reasonable threat we should anticipate on, is the ability of AutoGPT,
and thus the LLMs behind it, to sound like human and to reason like human.
This could encourage the instructor to take action outside of the possibility
of AutoGPT. A drastic example to make my point: if you ask AutoGPT to solve a
dispute, it could identify that sending a rocket is the best thing to do and
that you should do it tomorrow. (Don’t do it!)
### Conclusion | scraping/output/-3048720869722842573.txt | [
0.033321648836135864,
-0.023294907063245773,
-0.06277818977832794,
-0.030969195067882538,
0.07899017632007599,
-0.027590367943048477,
0.023311428725719452,
0.018734464421868324,
0.0646519660949707,
-0.01708851009607315,
0.07417300343513489,
0.027899228036403656,
0.07222926616668701,
-0.027473464608192444,
-0.032731495797634125,
0.06495271623134613,
0.04756104201078415,
-0.02688794583082199,
-0.05784918740391731,
-0.026678014546632767,
0.04057927429676056,
0.016895711421966553,
-0.041357602924108505,
0.025572240352630615,
0.04070139676332474,
0.05442270636558533,
-0.03811074420809746,
-0.01886902004480362,
0.05012020096182823,
-0.05319859832525253,
-0.017470359802246094,
-0.029164932668209076,
0.05433914065361023,
-0.058509159833192825,
0.007455624174326658,
0.020687231793999672,
-0.027976375073194504,
-0.06493178755044937,
-0.00011353252921253443,
-0.07296137511730194,
0.007243098691105843,
-0.006103687919676304,
0.016977371647953987,
0.043049152940511703,
0.06370854377746582,
0.051849089562892914,
-0.06088287755846977,
0.04991244524717331,
-0.029948284849524498,
-0.015186039730906487,
-0.06474397331476212,
0.0296319592744112,
0.02176169864833355,
0.10447292029857635,
0.032245054841041565,
-0.048983924090862274,
-0.09306362271308899,
-0.08613808453083038,
-0.08288216590881348,
0.02678324654698372,
0.05957861244678497,
-0.06054581701755524,
-0.0007729317294433713,
0.012490744702517986,
0.10287512838840485,
0.10609486699104309,
0.028331201523542404,
0.033473700284957886,
-0.07471516728401184,
-0.0151630574837327,
-0.055028703063726425,
0.08496668189764023,
0.029423851519823074,
-0.08357047289609909,
0.060568373650312424,
0.06576403975486755,
0.06060299277305603,
-0.010019490495324135,
0.03854100778698921,
-0.011760560795664787,
-0.06282325088977814,
-0.013382084667682648,
-0.03178630396723747,
0.0038722192402929068,
-0.06498372554779053,
0.03878697752952576,
0.041777025908231735,
-0.0494794137775898,
0.11168175935745239,
-0.07192884385585785,
0.06392998993396759,
0.014605682343244553,
-0.03931461274623871,
-0.06582477688789368,
-0.017812835052609444,
-0.09805559366941452,
-0.0712030827999115,
0.07221821695566177,
0.07261533290147781,
-0.02352711372077465,
0.09221377223730087,
-0.006978754419833422,
0.05128807947039604,
-0.03784811124205589,
-0.045962728559970856,
0.0020838980562984943,
0.018983814865350723,
-0.09149393439292908,
0.04566434398293495,
-0.08054650574922562,
-0.03959180414676666,
0.07931119948625565,
0.09316282719373703,
-0.0007589430315420032,
-0.05071747303009033,
-0.04901003837585449,
-0.04306444525718689,
-0.027218513190746307,
0.007294159382581711,
-0.031153269112110138,
0.0859694629907608,
-0.04755626991391182,
-0.0743291974067688,
-0.0990184098482132,
-0.06678755581378937,
-0.020028743892908096,
0.030215809121727943,
0.050111692398786545,
0.06917405128479004,
0.024292873218655586,
0.03418664261698723,
0.031525883823633194,
0.04954269528388977,
0.009813204407691956,
0.071609266102314,
0.07786215096712112,
-0.03678235784173012,
-0.0008333355654031038,
-0.02573983371257782,
-0.05600396543741226,
-0.05562768131494522,
0.07527647167444229,
-0.04943745210766792,
0.057537127286195755,
0.04748878255486488,
0.017500972375273705,
0.07101496309041977,
-0.04428189620375633,
0.06695082038640976,
-0.04602989926934242,
0.03875599056482315,
-0.03983871266245842,
0.06256495416164398,
0.03131833299994469,
0.04981647804379463,
-0.03798142820596695,
-0.037019889801740646,
-0.0650867372751236,
0.054403603076934814,
0.060616906732320786,
-0.04599946364760399,
-0.03626351058483124,
-0.07230068743228912,
0.016614524647593498,
-0.023618437349796295,
-0.013236379250884056,
-0.03444402292370796,
0.07800403237342834,
-0.04586266353726387,
-0.02950698882341385,
-0.08329354226589203,
0.011293362826108932,
-0.034577980637550354,
0.0442928783595562,
-0.0005037878290750086,
0.03480268642306328,
-0.005119761452078819,
0.022905318066477776,
0.06694403290748596,
0.03377345949411392,
-0.02564186416566372,
0.002013212302699685,
-0.021775586530566216,
-0.03435201570391655,
-0.02965644560754299,
-0.04175335913896561,
-0.019617199897766113,
0.00733528146520257,
0.09495541453361511,
-0.01393978763371706,
-0.0019390754168853164,
0.014184916391968727,
-0.08487322181463242,
-0.03793470188975334,
-0.05891002342104912,
-0.005451440345495939,
-0.09229190647602081,
0.07373420894145966,
0.05319945886731148,
0.05774204060435295,
-0.014754940755665302,
-0.0009194260346703231,
0.017869725823402405,
0.046085961163043976,
0.028698980808258057,
0.016005277633666992,
-0.048446618020534515,
0.04021119326353073,
0.003758254460990429,
0.0019540495704859495,
0.026892593130469322,
-0.07867865264415741,
-0.06264252960681915,
0.043499890714883804,
-0.01997058093547821,
-0.038584548979997635,
0.0011726245284080505,
0.06488912552595139,
-0.016842516139149666,
-0.002726660342887044,
0.044658463448286057,
-0.032770488411188126,
0.05254445970058441,
-0.06598756462335587,
-0.04951316863298416,
0.035835810005664825,
0.08790082484483719,
-0.07823889702558517,
-0.05449848622083664,
0.039798554033041,
-0.04393664374947548,
-0.017823049798607826,
-0.03878045082092285,
-0.052402205765247345,
-0.02317010425031185,
-0.08485246449708939,
-0.03647354617714882,
0.030839767307043076,
-0.00110260967630893,
-0.05304780602455139,
-0.12255677580833435,
-0.05516235902905464,
0.033928319811820984,
-0.05390072613954544,
0.052317772060632706,
-0.02453131228685379,
0.0027156341820955276,
0.03600812330842018,
0.017475081607699394,
0.025486648082733154,
0.05466819182038307,
-0.033678434789180756,
-0.0041412836872041225,
-0.0019382622558623552,
-0.008931358344852924,
0.06221894547343254,
0.07879174500703812,
0.06231965124607086,
-0.07970500737428665,
0.04991255700588226,
0.023773739114403725,
-0.059020619839429855,
0.04530509188771248,
0.019129229709506035,
0.03106088936328888,
0.05074445158243179,
-0.04670879989862442,
-0.00013284938177093863,
-0.049868229776620865,
-0.048876915127038956,
-0.05008693039417267,
0.031020833179354668,
0.03862231969833374,
-0.06943051517009735,
-0.014107503928244114,
-0.07039252668619156,
0.03934772312641144,
0.08279148489236832,
-0.06798861175775528,
-0.009778069332242012,
0.04178028553724289,
0.014300686307251453,
0.0367853082716465,
0.053495652973651886,
0.024043304845690727,
-0.030216719955205917,
-0.01435936987400055,
0.07695699483156204,
-0.025003580376505852,
-0.0675339549779892,
-0.012554386630654335,
-0.06245146691799164,
0.02206665650010109,
-0.009664848446846008,
0.1620776653289795,
0.040120095014572144,
-0.014246447943150997,
0.05104479938745499,
-0.09604936093091965,
0.03085470013320446,
-0.013326951302587986,
-0.0420810803771019,
0.07211527228355408,
0.03866603970527649,
-0.10287096351385117,
0.0014383225934579968,
0.04309316724538803,
0.04593189060688019,
0.03557916358113289,
0.02809971198439598,
0.04795346409082413,
0.071590855717659,
-0.07120329886674881,
-0.02892117388546467,
0.025804752483963966,
0.0861586406826973,
-0.04930679500102997,
0.0386064276099205,
-0.07013165950775146,
-0.04785585775971413,
-0.07655363529920578,
-0.05129946023225784,
0.000996187562122941,
-0.0663890689611435,
0.020391501486301422,
0.02166639268398285,
-0.06499648094177246,
0.016942566260695457,
0.061468541622161865,
-0.004160549025982618,
0.018600445240736008,
-0.014640143141150475,
-0.03815308213233948,
0.03827871382236481,
-0.1015772596001625,
-0.006532372906804085,
-0.005098075605928898,
0.05274054408073425,
-0.06036042422056198,
-0.05807461217045784,
0.0255162101238966,
-0.022599201649427414,
-0.07745879888534546,
0.0018894097302109003,
-0.057042196393013,
-0.06287506222724915,
0.025378670543432236,
-0.06654229760169983,
-0.01174652948975563,
-0.028902793303132057,
0.09427283704280853,
-0.06257238239049911,
-0.01828753389418125,
0.08928772062063217,
-0.03468592092394829,
0.06163579225540161,
-0.0941787138581276,
-0.02171865850687027,
0.0732664167881012,
0.06681272387504578,
-0.0006380775012075901,
0.02335648611187935,
0.04294800013303757,
0.03499308228492737,
0.025307193398475647,
0.05540098622441292,
-0.0008090403280220926,
0.017448794096708298,
0.021577661857008934,
-0.04938667640089989,
0.05139932408928871,
0.046881336718797684,
-0.07173182815313339,
-0.025548670440912247,
-0.0011126322206109762,
-0.037060029804706573,
-0.06407925486564636,
-0.014006069861352444,
-0.06623239070177078,
-0.07449361681938171,
0.057437434792518616,
0.07428883761167526,
0.052405498921871185,
0.09011603146791458
] |
### Conclusion
In conclusion, AutoGPT is an exciting development in the field of AI, and we
should closely follow its progress. Future versions will have improvements on
functionality, memory, UI, … which all will contribute to the overall
perception of AutoGPT as a first step to AGI. These rapid evolutions will
provide further insights in the significant benefits to businesses it will
bring.
I believe we must also be aware of the fact that AutoGPT is still an
experiment and therefore I tend to be more conservative than ‘the internet’
today. AutoGPT is still quite expensive to run, ends up in infinite loops
quite often and is not capable of ‘everything’ (as stated by some online). The
genie is out of the bottle but it will take some additional human intelligence
to maximise the value of AutoGPT.
## Related posts
View all
No results found.
There are no results with this criteria. Try changing your search.
Large Language Model
Large Language Model
Foundation Models | scraping/output/-3048720869722842573.txt | [
0.0022945536766201258,
-0.0320059172809124,
-0.011927708052098751,
-0.04526284337043762,
0.06308339536190033,
-0.018750641494989395,
0.06389216333627701,
0.04611091688275337,
0.07157842069864273,
-0.06870029866695404,
0.03801973909139633,
0.03834874555468559,
0.05885175243020058,
-0.05332012474536896,
-0.031324997544288635,
0.05590776354074478,
0.04838346317410469,
-0.05279417335987091,
-0.05421796068549156,
-0.019215421751141548,
0.015303486958146095,
0.03640922158956528,
-0.06918277591466904,
0.03357941657304764,
0.05658941715955734,
0.06667371094226837,
-0.061838746070861816,
0.009700682014226913,
0.004241572692990303,
-0.05210436135530472,
-0.04451408609747887,
-0.07818629592657089,
0.04538680240511894,
-0.05963192880153656,
0.011515630409121513,
0.004563870839774609,
-0.042680855840444565,
-0.05818673595786095,
0.06095943599939346,
-0.11629846692085266,
-0.022314615547657013,
0.01980339176952839,
0.027155088260769844,
0.0394713394343853,
0.04271559789776802,
0.03827274218201637,
-0.06518833339214325,
0.050735630095005035,
-0.020545341074466705,
-0.043747417628765106,
-0.03258562088012695,
0.06386875361204147,
0.01487109623849392,
0.05556183308362961,
0.041892897337675095,
-0.05587251856923103,
-0.05898876115679741,
-0.07878658920526505,
-0.03440564498305321,
0.04545968025922775,
0.034757982939481735,
-0.04182640090584755,
-0.01632397249341011,
0.0665804073214531,
0.0670146495103836,
0.07639466226100922,
0.0115575660020113,
0.03848319500684738,
-0.057548925280570984,
-0.05137886479496956,
-0.04986155778169632,
0.09728101640939713,
0.030060023069381714,
-0.05213995277881622,
0.06490295380353928,
0.037546660751104355,
0.01271097082644701,
-0.023132123053073883,
0.006608808878809214,
-0.036961913108825684,
-0.08179761469364166,
-0.04620710015296936,
-0.013495572842657566,
0.028892649337649345,
-0.0749896764755249,
0.0500558577477932,
0.005694644991308451,
-0.05175461620092392,
0.11016715317964554,
-0.031948670744895935,
0.06662162393331528,
0.034919071942567825,
-0.050311457365751266,
-0.0326167531311512,
-0.04136965796351433,
-0.10080830752849579,
-0.05076523497700691,
0.07975737005472183,
0.07338967174291611,
0.01350315846502781,
0.058610476553440094,
-0.014262005686759949,
0.060031816363334656,
-0.07292735576629639,
-0.04278862848877907,
0.015036194585263729,
0.01757320947945118,
-0.1397678107023239,
0.03498181328177452,
-0.06440798193216324,
-0.08298847824335098,
0.0798020288348198,
0.13340546190738678,
0.033545926213264465,
-0.060518696904182434,
-0.0083775594830513,
-0.03918309509754181,
-0.07330841571092606,
0.00931981485337019,
-0.03766356036067009,
0.13589443266391754,
-0.02202921360731125,
-0.09330202639102936,
-0.07362248748540878,
-0.049585338681936264,
-0.0010552348103374243,
0.011311479844152927,
0.05244436860084534,
0.05257588252425194,
0.003353168722242117,
0.024875476956367493,
0.030429624021053314,
0.04997946321964264,
-0.0010533472523093224,
0.060735177248716354,
0.08334670215845108,
-0.05162397772073746,
-0.008450686931610107,
-0.019713763147592545,
-0.06155040115118027,
-0.018508078530430794,
0.050590332597494125,
-0.041482698172330856,
0.05481383949518204,
0.05830512195825577,
-0.001856180839240551,
0.05894485488533974,
-0.04943205043673515,
0.054654560983181,
-0.025137662887573242,
0.04753843694925308,
-0.025507159531116486,
0.08516766875982285,
0.00253280415199697,
0.026403849944472313,
-0.03246985748410225,
-0.0016145248664543033,
-0.012397920712828636,
0.044773511588573456,
0.026220297440886497,
-0.038330547511577606,
-0.02301643416285515,
-0.043696414679288864,
-0.005747531075030565,
0.004408720415085554,
0.0020941186230629683,
-0.028079098090529442,
0.03811917454004288,
-0.035007819533348083,
-0.06799802929162979,
-0.10530216246843338,
0.028673943132162094,
-0.038076113909482956,
0.0922936275601387,
-0.015446838922798634,
0.025607232004404068,
-0.06450628489255905,
0.043232157826423645,
0.059575069695711136,
0.009229321032762527,
-0.03720054030418396,
-0.014071266166865826,
-0.07296762615442276,
-0.04059694707393646,
-0.06337383389472961,
-0.05958520248532295,
-0.0440906286239624,
-0.004871435929089785,
0.025451166555285454,
-0.029500484466552734,
0.03287135809659958,
0.016526011750102043,
-0.09022539854049683,
-0.08540986478328705,
-0.04529080167412758,
0.0028560783248394728,
-0.019481442868709564,
0.06440375745296478,
0.051684293895959854,
0.059372927993535995,
-0.012948059476912022,
-0.002308131195604801,
0.015729418024420738,
0.021332096308469772,
0.06269146502017975,
-0.009346999228000641,
-0.060835499316453934,
0.054061904549598694,
0.0004956926568411291,
0.013740619644522667,
0.02913171984255314,
-0.06607696413993835,
-0.08220037817955017,
0.05498887598514557,
0.004900763742625713,
-0.0384858138859272,
0.0031462290789932013,
0.10289976000785828,
-0.008286598138511181,
0.03240920603275299,
0.024350933730602264,
-0.03618501499295235,
0.0070449658669531345,
-0.043322715908288956,
-0.0257524773478508,
0.102326400578022,
0.04342562332749367,
-0.11749942600727081,
-0.06265392154455185,
0.033165715634822845,
-0.08835525810718536,
-0.017291830852627754,
-0.06826822459697723,
-0.04766594246029854,
-0.03539180010557175,
-0.06654670834541321,
-0.02698952704668045,
0.04947802796959877,
0.060169585049152374,
-0.0619291327893734,
-0.060403913259506226,
-0.018253307789564133,
0.016271067783236504,
-0.03870299085974693,
0.030479073524475098,
-0.04138147458434105,
-0.011353511363267899,
0.019954901188611984,
0.008084733039140701,
0.016551082953810692,
0.051782701164484024,
-0.035123877227306366,
-0.04311336949467659,
-0.03667818009853363,
-0.05718456208705902,
0.07568369805812836,
0.09114090353250504,
0.07171281427145004,
-0.06861203163862228,
0.06274904310703278,
0.052945416420698166,
-0.040649883449077606,
0.026060925796628,
0.04312385991215706,
0.059087641537189484,
0.039238810539245605,
-0.022190900519490242,
-0.04922828450798988,
-0.032896894961595535,
-0.0672340989112854,
-0.06199648603796959,
0.03734908625483513,
0.03843284025788307,
-0.02616877667605877,
-0.026888670399785042,
-0.07367175817489624,
0.010320558212697506,
0.055192191153764725,
-0.06514552235603333,
0.01566680707037449,
0.12203273922204971,
0.017597520723938942,
0.027960022911429405,
0.04079999402165413,
0.03137791529297829,
-0.04703212529420853,
-0.004359502345323563,
0.08145206421613693,
-0.024895550683140755,
-0.059730153530836105,
0.0009472232777625322,
-0.060022979974746704,
0.039296749979257584,
0.008623103611171246,
0.10522599518299103,
0.01150117814540863,
0.009353975765407085,
0.03648212552070618,
-0.07599656283855438,
0.03534888103604317,
-0.02228991687297821,
-0.06735477596521378,
0.024947581812739372,
0.0366937555372715,
-0.06593835353851318,
0.0037688291631639004,
0.01838638260960579,
0.04559202119708061,
0.03184761479496956,
0.033910881727933884,
0.06168120726943016,
0.06335635483264923,
-0.041182614862918854,
-0.0038753929547965527,
0.010578444227576256,
0.05598299950361252,
-0.04564002528786659,
0.06577132642269135,
-0.07692138105630875,
-0.053252965211868286,
-0.0012677073245868087,
-0.058968234807252884,
0.0022488569375127554,
-0.09888145327568054,
0.025593070313334465,
0.06862100958824158,
-0.06794510781764984,
0.009772294200956821,
0.024694202467799187,
-0.0062872073613107204,
0.06436826288700104,
-0.024018587544560432,
-0.04801515117287636,
0.03745913505554199,
-0.06564294546842575,
-0.02645885944366455,
-0.025372082367539406,
0.07733609527349472,
-0.07041911035776138,
-0.042121823877096176,
0.02144499681890011,
0.015731794759631157,
-0.03931012004613876,
-0.0075047751888632774,
-0.07662606239318848,
-0.040185023099184036,
0.05176201090216637,
-0.01900944858789444,
-0.05915642902255058,
-0.031010299921035767,
0.09822163730859756,
-0.07328497618436813,
0.0690227672457695,
0.06594092398881912,
-0.03165491670370102,
0.04518100619316101,
-0.07133844494819641,
-0.002838636515662074,
0.07648346573114395,
0.07580665498971939,
-0.0005118113476783037,
-0.04040657728910446,
0.07016279548406601,
0.030895808711647987,
0.028075840324163437,
0.041084785014390945,
0.024529464542865753,
0.01629556342959404,
0.03538507595658302,
-0.03364398702979088,
0.058114271610975266,
0.05554630607366562,
-0.04145036265254021,
0.02868279628455639,
-0.002377251395955682,
-0.02102012187242508,
-0.07278773933649063,
-0.01373750064522028,
-0.08403920382261276,
-0.0224151611328125,
0.03816652297973633,
0.028472837060689926,
0.06962334364652634,
0.09471850842237473
] |
## Related posts
View all
No results found.
There are no results with this criteria. Try changing your search.
Large Language Model
Large Language Model
Foundation Models
Foundation Models
Corporate
Corporate
People
People
Structured Data
Structured Data
Chat GPT
Chat GPT
Sustainability
Sustainability
Voice & Sound
Voice & Sound
Front-End Development
Front-End Development
Data Protection & Security
Data Protection & Security
Responsible/ Ethical AI
Responsible/ Ethical AI
Infrastructure
Infrastructure
Hardware & sensors
Hardware & sensors
MLOps
MLOps
Generative AI
Generative AI
Natural language processing
Natural language processing
Computer vision
Computer vision
Accelerating businesses with AI technology & experts
Contact:
[email protected]
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received! | scraping/output/-3048720869722842573.txt | [
0.024347607046365738,
-0.01422730553895235,
-0.033317431807518005,
-0.0348212756216526,
0.05068723112344742,
-0.04746432974934578,
0.07841640710830688,
0.06166160851716995,
0.058920301496982574,
-0.03250854089856148,
0.027568809688091278,
0.021034955978393555,
0.044753022491931915,
-0.04502800107002258,
-0.0284089595079422,
0.055560629814863205,
0.03789152577519417,
-0.04667399451136589,
-0.01938263699412346,
-0.06663580983877182,
0.0405641607940197,
-0.006787911988794804,
-0.06001896411180496,
0.07465124875307083,
0.07305619865655899,
0.03315729647874832,
-0.06717509776353836,
-0.018933316692709923,
0.030151985585689545,
-0.03785436600446701,
-0.012468161061406136,
-0.042640067636966705,
0.06844297051429749,
-0.07724643498659134,
0.028332125395536423,
-0.006889149080961943,
-0.033837899565696716,
-0.028357550501823425,
0.06381393224000931,
-0.08841505646705627,
-0.001688735675998032,
0.05985785648226738,
0.011860658414661884,
0.049591582268476486,
0.013761380687355995,
0.05263659730553627,
-0.029538169503211975,
0.0539805106818676,
-0.011298906058073044,
-0.03592705354094505,
-0.0682276040315628,
0.059557151049375534,
0.03598320856690407,
0.03806019946932793,
0.06788138300180435,
-0.07329705357551575,
-0.08488242328166962,
-0.07923267781734467,
-0.04913735017180443,
0.04167015850543976,
0.050808072090148926,
-0.06556708365678787,
-0.01206107810139656,
0.03285416588187218,
0.08014946430921555,
0.09622692316770554,
0.018224235624074936,
0.02688910812139511,
-0.09156873822212219,
-0.05995704233646393,
-0.04780387505888939,
0.0811530202627182,
0.02067934162914753,
-0.06400153040885925,
-0.00429993961006403,
0.03225614130496979,
-0.001484318869188428,
-0.06367365270853043,
0.025461696088314056,
-0.035098280757665634,
-0.06820837408304214,
-0.030186453834176064,
-0.04614265635609627,
0.010689913295209408,
-0.07121750712394714,
0.06323952972888947,
0.054748017340898514,
-0.06193392723798752,
0.07671365886926651,
-0.037125829607248306,
0.053808510303497314,
0.0504603236913681,
-0.05930650606751442,
-0.052360765635967255,
-0.03024078533053398,
-0.07502390444278717,
-0.050921157002449036,
0.07129791378974915,
0.06150737777352333,
-0.06219354644417763,
0.058260805904865265,
-0.0506359301507473,
0.07793659716844559,
-0.06170469895005226,
-0.03505067899823189,
0.02247408591210842,
0.03919588401913643,
-0.0768299400806427,
0.041680991649627686,
-0.06960899382829666,
-0.07095013558864594,
0.0662994384765625,
0.08514770120382309,
0.04307787865400314,
-0.06195088103413582,
-0.023255418986082077,
-0.018313096836209297,
-0.03486720845103264,
-0.004019603598862886,
-0.02018529735505581,
0.09914247691631317,
-0.05017133057117462,
-0.09168408811092377,
-0.07041969150304794,
-0.034308355301618576,
-0.0312783382833004,
-0.008227331563830376,
0.0357372872531414,
-0.002453831722959876,
0.020723070949316025,
-0.0018480668077245355,
0.013419941067695618,
0.03177564591169357,
0.0662018433213234,
0.06743209064006805,
0.08189061284065247,
-0.0801248550415039,
-0.018755411729216576,
-0.04902948439121246,
-0.044236645102500916,
-0.045470234006643295,
0.049318745732307434,
-0.017454875633120537,
0.0439811646938324,
0.04789203405380249,
0.02619774639606476,
0.0861041396856308,
-0.0532841831445694,
0.05653524398803711,
-0.007866473868489265,
0.086863674223423,
-0.015980752184987068,
0.09202636033296585,
0.029084179550409317,
0.03375975787639618,
-0.05216463655233383,
-0.0689392164349556,
-0.046489864587783813,
0.025552792474627495,
0.048471879214048386,
-0.05083722248673439,
-0.054848819971084595,
-0.04956524074077606,
-0.01007908582687378,
-0.04643598943948746,
-0.01186931412667036,
0.04124804586172104,
0.06476833671331406,
-0.054706472903490067,
-0.06398803740739822,
-0.08257191628217697,
0.03604356572031975,
-0.05432865396142006,
0.07426314055919647,
-0.023772772401571274,
0.04271566867828369,
-0.05775595083832741,
0.050515756011009216,
0.028734097257256508,
0.0640721470117569,
-0.07956338673830032,
-0.02120128646492958,
-0.09157025068998337,
-0.0689542293548584,
-0.07976844161748886,
-0.07185705006122589,
-0.01652364619076252,
0.03916652128100395,
0.023063775151968002,
-0.03905213624238968,
0.016658548265695572,
0.030976178124547005,
-0.04296503961086273,
-0.06949742883443832,
-0.06217033788561821,
0.025700446218252182,
-0.034687966108322144,
0.05595827102661133,
0.05362681671977043,
0.05673021823167801,
0.007127691060304642,
0.006939728278666735,
0.01914098672568798,
0.039156846702098846,
0.05612757056951523,
-0.006390312220901251,
-0.02373284474015236,
0.06342542916536331,
-0.03046564944088459,
0.04637983441352844,
0.059277817606925964,
-0.051711369305849075,
-0.0565200001001358,
0.030934428796172142,
0.018006544560194016,
-0.021814655512571335,
0.019125087186694145,
0.09097862243652344,
-0.042527180165052414,
0.05799085646867752,
0.025827908888459206,
-0.021821528673171997,
0.07383774220943451,
-0.08253596723079681,
0.008109461516141891,
0.04111536219716072,
0.07076188176870346,
-0.04098106920719147,
-0.04388344660401344,
0.030343245714902878,
-0.06660787761211395,
-0.03260311111807823,
-0.05499448627233505,
-0.06457845121622086,
-0.04475276917219162,
-0.052895259112119675,
-0.022123005241155624,
0.032084040343761444,
0.06817670166492462,
-0.03535163775086403,
-0.06283779442310333,
-0.06059393659234047,
0.035447243601083755,
-0.05651810020208359,
0.0532851405441761,
-0.048359718173742294,
-0.006603580433875322,
0.036284975707530975,
0.0028099482879042625,
0.013414919376373291,
0.05486452579498291,
-0.02640744484961033,
-0.015091496519744396,
-0.01952001079916954,
-0.043363116681575775,
0.0670555979013443,
0.06002702936530113,
0.08311658352613449,
-0.07452834397554398,
0.05879325792193413,
0.044947300106287,
-0.02601463347673416,
0.08158190548419952,
0.04979841038584709,
0.037799663841724396,
0.025839930400252342,
-0.03318339213728905,
-0.05191216617822647,
-0.05475234240293503,
-0.05669533461332321,
-0.06760463118553162,
0.040079452097415924,
0.010287435725331306,
-0.04344654828310013,
-0.06146111711859703,
-0.04690445959568024,
-0.008284976705908775,
0.0730835422873497,
-0.021359365433454514,
-0.010011755861341953,
0.0836760550737381,
0.0024336620699614286,
0.04040778800845146,
0.039014820009469986,
0.02178793214261532,
-0.0530819296836853,
-0.008818082511425018,
0.06064002588391304,
-0.03508644178509712,
-0.051624760031700134,
-0.03832029178738594,
-0.07890122383832932,
0.037109460681676865,
-0.026312606409192085,
0.08873726427555084,
0.04841358959674835,
0.009804683737456799,
0.058198533952236176,
-0.05334854871034622,
0.03111117146909237,
0.0032854974269866943,
-0.0337119959294796,
0.05379686504602432,
0.07630739361047745,
-0.033538270741701126,
0.009101868607103825,
0.0038706783670932055,
0.030377602204680443,
0.044431425631046295,
0.01052752137184143,
0.040012914687395096,
0.02570311352610588,
-0.032456256449222565,
-0.010318069718778133,
0.06649522483348846,
0.08912639319896698,
-0.026240382343530655,
0.05470641329884529,
-0.08574585616588593,
-0.05478193610906601,
-0.027633920311927795,
-0.07375449687242508,
0.012939006090164185,
-0.09034238755702972,
0.03439981862902641,
0.07191509753465652,
-0.0959215760231018,
-0.014761369675397873,
0.04487285390496254,
0.01127417292445898,
0.0361793227493763,
-0.04868808388710022,
-0.03892572969198227,
0.05816022306680679,
-0.02733173593878746,
-0.010736758820712566,
-0.02322842739522457,
0.08341557532548904,
-0.09185627847909927,
-0.055950284004211426,
0.0275714173913002,
0.015174681320786476,
-0.07306099683046341,
0.020707232877612114,
-0.02306755632162094,
-0.04414159804582596,
0.08773624151945114,
-0.01977495476603508,
-0.0407237745821476,
0.024097641929984093,
0.09781817346811295,
-0.07252755016088486,
0.02319985255599022,
0.04906117543578148,
-0.06144142523407936,
0.075984425842762,
-0.05330302566289902,
-0.03258306533098221,
0.10306252539157867,
0.05852247402071953,
-0.0726587176322937,
-0.05903352051973343,
0.031094638630747795,
0.03369531035423279,
0.01665383204817772,
0.05495254695415497,
-0.025370169430971146,
0.006662043742835522,
0.05334223806858063,
-0.016146421432495117,
0.08138042688369751,
0.05997098982334137,
-0.049865659326314926,
0.019707707688212395,
-0.045622315257787704,
-0.061833932995796204,
-0.05499358847737312,
0.01753373071551323,
-0.05265646055340767,
-0.052567094564437866,
0.033564306795597076,
0.04814929887652397,
0.02044720947742462,
0.075139120221138
] |
Contact:
[email protected]
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/-3048720869722842573.txt | [
0.009572092443704605,
-0.017126914113759995,
-0.048388537019491196,
-0.04229101538658142,
0.020016366615891457,
-0.060391999781131744,
0.06777643412351608,
0.09821482747793198,
0.06210828572511673,
-0.026307640597224236,
0.04102630913257599,
0.036781102418899536,
0.04470418021082878,
-0.028579454869031906,
-0.02849644608795643,
0.0542823001742363,
0.02752198837697506,
-0.05079131945967674,
-0.047918446362018585,
-0.06726890802383423,
-0.0007504118839278817,
-0.0048643071204423904,
-0.06374787539243698,
0.04295967519283295,
0.05930120870471001,
0.05172691121697426,
-0.04017288237810135,
-0.006760077551007271,
0.03861922770738602,
-0.040636882185935974,
-0.02123466320335865,
-0.028999902307987213,
0.06311989575624466,
-0.08254692703485489,
0.04088955372571945,
0.02611072175204754,
-0.04258138686418533,
-0.03441797196865082,
0.04366917908191681,
-0.0797547921538353,
0.004774951376020908,
0.021968619897961617,
0.027929259464144707,
0.04256521165370941,
0.015943799167871475,
0.06362085789442062,
-0.011568392626941204,
0.047307033091783524,
0.00043318624375388026,
-0.025283006951212883,
-0.04869156703352928,
0.056776922196149826,
0.013733850792050362,
0.050553061068058014,
0.06643607467412949,
-0.07085878401994705,
-0.09069972485303879,
-0.08021120727062225,
-0.051188092678785324,
0.05156920477747917,
0.05082475766539574,
-0.08347610384225845,
0.01741776056587696,
0.048919882625341415,
0.07349606603384018,
0.0666375532746315,
0.029927799478173256,
0.05343501642346382,
-0.08974042534828186,
-0.063938207924366,
-0.07783621549606323,
0.06929200142621994,
0.001410932862199843,
-0.06406737864017487,
-0.005404063034802675,
0.03967628255486488,
0.008282764814794064,
-0.0603003092110157,
0.007763695437461138,
-0.026843467727303505,
-0.06179380789399147,
-0.024820609018206596,
-0.05719677731394768,
0.017935702577233315,
-0.05967916548252106,
0.07579507678747177,
0.05246474966406822,
-0.05485832691192627,
0.05967021360993385,
-0.05209479480981827,
0.04416768625378609,
0.04779179394245148,
-0.07606300711631775,
-0.07010385394096375,
-0.038985323160886765,
-0.0814468264579773,
-0.029952391982078552,
0.05797366052865982,
0.0463678315281868,
-0.07479948550462723,
0.0570007860660553,
-0.06913742423057556,
0.07761108875274658,
-0.06946597993373871,
-0.042992815375328064,
0.038610123097896576,
0.02263893000781536,
-0.07041085511445999,
0.06313752382993698,
-0.07454875111579895,
-0.05993257090449333,
0.0631793662905693,
0.07571076601743698,
0.07349827140569687,
-0.06635582447052002,
-0.03167429938912392,
-0.007532443851232529,
-0.05178812891244888,
0.009047376923263073,
-0.02015722170472145,
0.09845327585935593,
-0.05342092365026474,
-0.07541286945343018,
-0.06875009089708328,
-0.02969721145927906,
-0.0290998388081789,
0.002609856892377138,
0.035102516412734985,
0.004597537685185671,
0.023462409153580666,
0.015407386235892773,
0.03728015720844269,
0.019230952486395836,
0.07924451678991318,
0.07756462693214417,
0.07636047899723053,
-0.07739099860191345,
-0.020160019397735596,
-0.042792316526174545,
-0.03968324139714241,
-0.03630879148840904,
0.05961175262928009,
-0.02821294590830803,
0.05436324328184128,
0.07926946133375168,
0.030384903773665428,
0.11307378858327866,
-0.03764514625072479,
0.06428168714046478,
-0.00942925550043583,
0.0991281196475029,
-0.021222535520792007,
0.07939927279949188,
0.07072938978672028,
0.05438845232129097,
-0.06350276619195938,
-0.061439529061317444,
-0.048147138208150864,
0.03289935737848282,
0.04924224317073822,
-0.060680095106363297,
-0.0590578056871891,
-0.04512296989560127,
-0.017403939738869667,
-0.050147686153650284,
-0.012788061983883381,
0.03579452261328697,
0.05574576556682587,
-0.06506191194057465,
-0.06299662590026855,
-0.04500774294137955,
0.032123930752277374,
-0.0443364642560482,
0.08731380105018616,
-0.0337788350880146,
0.06736864894628525,
-0.07245338708162308,
0.051231782883405685,
0.053988855332136154,
0.05360421538352966,
-0.07002995908260345,
-0.0346982441842556,
-0.0668753981590271,
-0.05681093782186508,
-0.062119171023368835,
-0.056016821414232254,
-0.030078981071710587,
0.04159163311123848,
0.029606690630316734,
-0.029825260862708092,
0.00793476402759552,
0.03568274900317192,
-0.06482546776533127,
-0.06048667058348656,
-0.035425830632448196,
0.03716498240828514,
-0.027454735711216927,
0.0685560405254364,
0.05029251053929329,
0.0377865694463253,
0.0226784385740757,
-0.01763297989964485,
0.052244238555431366,
0.04355388879776001,
0.046311307698488235,
-0.017496218904852867,
-0.02940737083554268,
0.05176501348614693,
-0.03837639093399048,
0.054025016725063324,
0.06593742966651917,
-0.04021870344877243,
-0.05049432814121246,
0.03743172809481621,
0.017648307606577873,
-0.0267375186085701,
0.04791734367609024,
0.09736690670251846,
-0.04026518017053604,
0.03632911294698715,
0.018313590437173843,
-0.029196545481681824,
0.04055287688970566,
-0.08442883938550949,
-0.003946803044527769,
0.025958731770515442,
0.07118499279022217,
-0.05984059348702431,
-0.03837800398468971,
0.049116700887680054,
-0.04305167868733406,
-0.038824550807476044,
-0.06719807535409927,
-0.07780259847640991,
-0.04512031376361847,
-0.04212791472673416,
-0.020929066464304924,
0.03070996329188347,
0.0636562705039978,
-0.05854028835892677,
-0.08183189481496811,
-0.06410329788923264,
0.017844045534729958,
-0.042436424642801285,
0.05535198003053665,
-0.0351935550570488,
-0.022621184587478638,
0.021901283413171768,
-0.02173721045255661,
0.023170126602053642,
0.024079300463199615,
-0.025962932035326958,
-0.02099643088877201,
-0.030919451266527176,
-0.048778194934129715,
0.06136595457792282,
0.043821144849061966,
0.054552216082811356,
-0.06288854032754898,
0.04986315593123436,
0.022501951083540916,
-0.033110398799180984,
0.09995447844266891,
0.06210671365261078,
0.02507704496383667,
0.027121655642986298,
-0.03165595233440399,
-0.05851062387228012,
-0.044679854065179825,
-0.06713876873254776,
-0.07018258422613144,
0.06798546761274338,
0.031501270830631256,
-0.054077498614788055,
-0.06304522603750229,
-0.046936459839344025,
-0.020068509504199028,
0.05973644182085991,
-0.028463007882237434,
-0.03117346204817295,
0.07940314710140228,
-0.009893801063299179,
0.040005069226026535,
0.054870035499334335,
0.04385419934988022,
-0.03262089565396309,
-0.00545097328722477,
0.06794971227645874,
-0.039254479110240936,
-0.06280301511287689,
-0.03069889172911644,
-0.05571485683321953,
0.021366532891988754,
-0.00840282067656517,
0.09242178499698639,
0.04188496619462967,
-0.028832146897912025,
0.06932051479816437,
-0.03541002422571182,
0.05017852783203125,
-0.0019259441178292036,
-0.018046259880065918,
0.04654046148061752,
0.06512158364057541,
-0.030879896134138107,
0.022705165669322014,
0.01544136367738247,
0.033981338143348694,
0.037650011479854584,
0.02054334431886673,
0.03404748812317848,
0.04257023707032204,
-0.043113742023706436,
-0.017272690311074257,
0.04562482610344887,
0.08928575366735458,
-0.011008174158632755,
0.06413397938013077,
-0.09413212537765503,
-0.057842571288347244,
-0.01700535975396633,
-0.03728855773806572,
-0.000619884638581425,
-0.09883210808038712,
0.05919675901532173,
0.07438340783119202,
-0.0967082679271698,
-0.03644081577658653,
0.04908530041575432,
-0.0020265458151698112,
0.016426868736743927,
-0.033972036093473434,
-0.036086130887269974,
0.060096580535173416,
-0.05193210020661354,
-0.0369010791182518,
-0.014127717353403568,
0.05051281675696373,
-0.07513584196567535,
-0.0655355304479599,
0.022549575194716454,
0.0231805220246315,
-0.09033167362213135,
0.019962288439273834,
-0.03419896587729454,
-0.05657884106040001,
0.08009100705385208,
-0.016500335186719894,
-0.04923798888921738,
0.012256450019776821,
0.09027621895074844,
-0.0774136558175087,
0.032712023705244064,
0.04717203229665756,
-0.06687288731336594,
0.0712176263332367,
-0.04926532879471779,
-0.042675457894802094,
0.08929561078548431,
0.06053982302546501,
-0.06598784774541855,
-0.054702211171388626,
0.029522525146603584,
0.04357583075761795,
-0.00046453828690573573,
0.06657447665929794,
-0.02541874162852764,
-0.007048043888062239,
0.02758125215768814,
-0.025896070525050163,
0.06808219105005264,
0.0758303850889206,
-0.04095425084233284,
0.022081343457102776,
-0.022451383993029594,
-0.06126384437084198,
-0.055365923792123795,
0.0056319935247302055,
-0.015290610492229462,
-0.04041755944490433,
0.029505891725420952,
0.03954732045531273,
-0.011878869496285915,
0.05397406220436096
] |
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
PressML6 Selected as 2023 Google Cloud Services Partner of the Year - Benelux
August 30, 2023
# ML6 Selected as 2023 Google Cloud Services Partner of the Year - Benelux
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form. | scraping/output/-2267828673903295176.txt | [
0.0045023574493825436,
0.008330180309712887,
-0.057675208896398544,
-0.020647747442126274,
0.0460558757185936,
-0.05727513134479523,
0.07569019496440887,
0.09514455497264862,
0.03728015720844269,
-0.04168112948536873,
0.01849028654396534,
0.042622629553079605,
0.034735288470983505,
-0.05057510733604431,
-0.01568581908941269,
0.05006518214941025,
0.017688577994704247,
-0.025037623941898346,
-0.03652970865368843,
-0.05162091180682182,
0.0006853975937701762,
-0.004521078430116177,
-0.061857160180807114,
0.07094351947307587,
0.07291541248559952,
0.02334083430469036,
-0.05152672529220581,
0.0028212815523147583,
0.04067070409655571,
-0.01752891205251217,
-0.030374474823474884,
-0.04842029884457588,
0.06150701642036438,
-0.07243826985359192,
0.02689029462635517,
-0.007436995394527912,
-0.017888974398374557,
-0.025054335594177246,
0.060108114033937454,
-0.07806695252656937,
0.0009568569948896766,
0.030845792964100838,
0.013923930004239082,
0.027866588905453682,
0.03217651695013046,
0.03780185431241989,
-0.028892571106553078,
0.04491594806313515,
-0.008005429990589619,
-0.044436775147914886,
-0.05202304571866989,
0.039418596774339676,
0.01462328527122736,
0.03984060510993004,
0.05889409780502319,
-0.07603758573532104,
-0.06658882647752762,
-0.06663879007101059,
-0.05069754272699356,
0.02235735021531582,
0.05057697370648384,
-0.07409297674894333,
0.011729336343705654,
0.029322151094675064,
0.06394319981336594,
0.08154671639204025,
0.009707664139568806,
0.0378376804292202,
-0.10972072184085846,
-0.04552462324500084,
-0.03977285325527191,
0.09508636593818665,
0.02546214684844017,
-0.08188863098621368,
-0.007024822290986776,
0.04825002700090408,
0.007830091752111912,
-0.06835160404443741,
0.04618947207927704,
-0.01894909143447876,
-0.05672932416200638,
-0.034504394978284836,
-0.05630156025290489,
0.009282750077545643,
-0.0679057314991951,
0.044147323817014694,
0.0353771448135376,
-0.061897553503513336,
0.056794311851263046,
-0.03199448436498642,
0.03904370218515396,
0.055884964764118195,
-0.054264992475509644,
-0.047789767384529114,
-0.02871585264801979,
-0.09198235720396042,
-0.05442878603935242,
0.06047792360186577,
0.05967051908373833,
-0.05813039094209671,
0.05001646652817726,
-0.06495532393455505,
0.0911189615726471,
-0.07739440351724625,
-0.06874842941761017,
0.043121546506881714,
0.023160889744758606,
-0.10357867181301117,
0.04827246442437172,
-0.0720280334353447,
-0.07579867541790009,
0.05411384999752045,
0.09112241864204407,
0.06737730652093887,
-0.05836580693721771,
-0.01346502359956503,
-0.021245799958705902,
-0.06556908786296844,
0.003179920604452491,
-0.04143359512090683,
0.1153857558965683,
-0.07987456023693085,
-0.10776691138744354,
-0.08371607214212418,
-0.02471335604786873,
-0.027640163898468018,
-0.01175691932439804,
0.027912216261029243,
0.0008210631203837693,
0.0429408960044384,
0.02477721869945526,
0.01256953552365303,
0.03851962089538574,
0.05214514583349228,
0.08566668629646301,
0.08670346438884735,
-0.07259193062782288,
-0.018429521471261978,
-0.060449641197919846,
-0.039883457124233246,
-0.013308480381965637,
0.032533854246139526,
-0.01925949938595295,
0.031912196427583694,
0.03820805624127388,
0.03972581773996353,
0.09920690208673477,
-0.06442971527576447,
0.07575241476297379,
-0.007401300594210625,
0.09350690990686417,
-0.014647658914327621,
0.09147387742996216,
0.026106733828783035,
0.04668780788779259,
-0.043556660413742065,
-0.07721452414989471,
-0.034594401717185974,
0.03365619480609894,
0.05980867147445679,
-0.06118359789252281,
-0.05307110771536827,
-0.03208078444004059,
-0.012082838453352451,
-0.050999291241168976,
0.0007145597483031452,
0.0505751371383667,
0.05642317235469818,
-0.04384568706154823,
-0.06992877274751663,
-0.062391381710767746,
0.032950226217508316,
-0.06238139420747757,
0.06653828173875809,
-0.02540256828069687,
0.04359419271349907,
-0.06508263200521469,
0.04283256083726883,
0.05238105729222298,
0.06485902518033981,
-0.07243310660123825,
-0.023651307448744774,
-0.062009770423173904,
-0.055356014519929886,
-0.07457862794399261,
-0.06872203201055527,
-0.03784291818737984,
0.04533535987138748,
0.04006395488977432,
-0.04530036821961403,
-0.01996917463839054,
0.03616609424352646,
-0.05122144892811775,
-0.08901793509721756,
-0.03541189059615135,
0.036885816603899,
-0.012112079188227654,
0.05605797842144966,
0.06084177643060684,
0.05106285959482193,
0.026391714811325073,
-0.01712740771472454,
0.033433858305215836,
0.04725999757647514,
0.05188669264316559,
-0.016208767890930176,
-0.0457439087331295,
0.08103688061237335,
-0.034484680742025375,
0.03204222396016121,
0.05626530200242996,
-0.049761027097702026,
-0.035733964294195175,
0.028243837878108025,
0.005991555750370026,
-0.03251343220472336,
0.038675274699926376,
0.09042678028345108,
-0.055049747228622437,
0.06204788014292717,
0.034180909395217896,
-0.027255801483988762,
0.07114355266094208,
-0.07618987560272217,
-0.013780531473457813,
0.025029761716723442,
0.05650141462683678,
-0.0545547679066658,
-0.03937570005655289,
0.05259421095252037,
-0.05975080654025078,
-0.03913040831685066,
-0.057574860751628876,
-0.07073633372783661,
-0.024022288620471954,
-0.03953498601913452,
-0.028277385979890823,
0.04024534672498703,
0.07177736610174179,
-0.03613885119557381,
-0.06442712247371674,
-0.03081079199910164,
0.05403502658009529,
-0.05381549894809723,
0.059376008808612823,
-0.06781519204378128,
-0.005938545800745487,
0.01989303156733513,
-0.0049863941967487335,
0.02155197039246559,
0.04836897924542427,
-0.020071065053343773,
-0.02124115638434887,
-0.03699754923582077,
-0.06854195892810822,
0.06142674386501312,
0.03728652745485306,
0.09550119936466217,
-0.07338479161262512,
0.05214139446616173,
0.017801208421587944,
-0.03346437215805054,
0.07734514027833939,
0.0669417753815651,
0.036203496158123016,
0.029613321647047997,
-0.0325264148414135,
-0.05197877809405327,
-0.059950754046440125,
-0.044841788709163666,
-0.05076218023896217,
0.04607722535729408,
0.01676005683839321,
-0.028203170746564865,
-0.0570128858089447,
-0.016231724992394447,
-0.0012630781857296824,
0.06941389292478561,
-0.032897140830755234,
-0.033154428005218506,
0.07317288964986801,
0.012170705944299698,
0.028620541095733643,
0.05025913193821907,
0.023620251566171646,
-0.012962626293301582,
-0.03153638914227486,
0.06639338284730911,
-0.06086508929729462,
-0.06311003118753433,
-0.04565873369574547,
-0.07086049765348434,
0.035552728921175,
-0.029242707416415215,
0.09574219584465027,
0.034622810781002045,
0.018760187551379204,
0.04401922598481178,
-0.05250116065144539,
0.06066744029521942,
-0.010840545408427715,
-0.016298171132802963,
0.04208545386791229,
0.08615334331989288,
-0.020656900480389595,
0.0020557341631501913,
0.003590721171349287,
0.031138526275753975,
0.045211680233478546,
0.038394443690776825,
0.07290042191743851,
0.0345916822552681,
-0.03190584108233452,
-0.005319866351783276,
0.046879418194293976,
0.0791732519865036,
-0.01573496125638485,
0.04461266100406647,
-0.10736231505870819,
-0.06229453906416893,
-0.014930392615497112,
-0.06008683145046234,
0.007858730852603912,
-0.07466034591197968,
0.008412008173763752,
0.06975894421339035,
-0.05854747071862221,
-0.030466632917523384,
0.043659161776304245,
0.019707828760147095,
0.017733490094542503,
-0.04593319073319435,
-0.03142315521836281,
0.07621125876903534,
-0.06245408207178116,
-0.04249726980924606,
-0.02820676378905773,
0.06656302511692047,
-0.0765284076333046,
-0.07346596568822861,
0.04375030845403671,
0.029438035562634468,
-0.07309822738170624,
0.03652789443731308,
-0.028972502797842026,
-0.027815502136945724,
0.07892784476280212,
-0.020693283528089523,
-0.051749929785728455,
0.028706170618534088,
0.0814567282795906,
-0.07630286365747452,
0.03280559182167053,
0.05043579638004303,
-0.07679122686386108,
0.08209832012653351,
-0.045427896082401276,
-0.030721914023160934,
0.08464867621660233,
0.05464423447847366,
-0.05280653387308121,
-0.06808637827634811,
0.03494326397776604,
0.026409031823277473,
0.019984349608421326,
0.029372811317443848,
-0.014945758506655693,
0.0037471360992640257,
0.039200764149427414,
-0.020391425117850304,
0.05384641885757446,
0.08494127541780472,
-0.04187168926000595,
-0.00681279506534338,
-0.03417052701115608,
-0.05412089452147484,
-0.043088510632514954,
0.0301133431494236,
-0.04639077186584473,
-0.03248625993728638,
0.04169239476323128,
0.05625885725021362,
0.019771315157413483,
0.0724625363945961
] |
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
ML6, a leading AI & Machine Learning company in Europe with offices in Ghent,
Amsterdam and Berlin, announced today that it has been selected as Google
Cloud Services Partner of the Year for Benelux 2023. The company is being
recognized for its ability to deliver impactful business value to their
clients by solving complex challenges, building and running custom AI
solutions on Google Cloud - and helping their clients expand their own AI
capabilities.
Simon Logghe, Managing Director at ML6, expressed his gratitude for the
received recognition: | scraping/output/-2267828673903295176.txt | [
0.012050362303853035,
0.05026289448142052,
-0.08990160375833511,
-0.01080747228115797,
0.047780100256204605,
-0.04023583233356476,
0.06636597216129303,
0.06108328700065613,
0.005149446427822113,
-0.021710263565182686,
0.008741285651922226,
0.02550044097006321,
0.01849088817834854,
-0.06869468837976456,
-0.024979891255497932,
0.05194792523980141,
0.03764458745718002,
-0.014792457222938538,
-0.035355933010578156,
-0.059078946709632874,
-0.010633577592670918,
0.011270186863839626,
-0.10492175072431564,
0.049648214131593704,
0.1016428992152214,
0.033021099865436554,
-0.06713400781154633,
-0.021942205727100372,
0.00806733500212431,
-0.013096077367663383,
-0.016174670308828354,
-0.027187801897525787,
0.058577656745910645,
-0.07257683575153351,
0.04850291833281517,
0.007499386556446552,
-0.02707129716873169,
-0.014245636761188507,
0.0858079046010971,
-0.05321449786424637,
-0.006226457189768553,
0.010993987321853638,
0.04546186327934265,
0.04082818329334259,
0.05026250332593918,
0.06783971935510635,
-0.017483338713645935,
0.06406795233488083,
-0.03473678231239319,
-0.01893085613846779,
-0.04679771885275841,
0.06666751205921173,
0.05088823661208153,
0.03112030401825905,
0.037738069891929626,
-0.06489799171686172,
-0.05301744490861893,
-0.08218395709991455,
-0.0610237792134285,
0.014407569542527199,
0.05458160117268562,
-0.039558082818984985,
0.023392653092741966,
0.04076972231268883,
0.05274488031864166,
0.05811028927564621,
-0.0061360858380794525,
0.0706428736448288,
-0.12157635390758514,
-0.06494233757257462,
-0.014097143895924091,
0.07196790724992752,
-0.02198651432991028,
-0.06825558096170425,
-0.0014268679078668356,
0.06108950823545456,
-0.04790254682302475,
-0.04995075985789299,
0.04222824051976204,
0.010011430829763412,
-0.10333391278982162,
-0.02811993472278118,
-0.04287806525826454,
0.024734782055020332,
-0.06801122426986694,
0.061951495707035065,
0.04425864294171333,
-0.04142874479293823,
0.06015550717711449,
-0.030344268307089806,
0.029153892770409584,
0.05329873785376549,
-0.06158837676048279,
-0.05187172070145607,
-0.027175068855285645,
-0.08732202649116516,
-0.027427801862359047,
0.0832839384675026,
0.06399204581975937,
-0.06994865834712982,
0.03763113170862198,
-0.09417356550693512,
0.07373423129320145,
-0.0405103899538517,
-0.06440607458353043,
0.03969164937734604,
0.012534751556813717,
-0.1188143938779831,
0.047558560967445374,
-0.09280624240636826,
-0.08494391292333603,
0.057791125029325485,
0.06658581644296646,
0.05243537947535515,
-0.10618816316127777,
-0.04199635982513428,
-0.021595176309347153,
-0.05398259311914444,
0.00242320797406137,
-0.03261571750044823,
0.116471067070961,
-0.1018180400133133,
-0.07688332349061966,
-0.05490795150399208,
-0.02290128357708454,
-0.05650002136826515,
-0.00506562739610672,
0.028504032641649246,
0.03791001811623573,
0.002253404352813959,
0.03908899426460266,
0.006987892556935549,
0.045234374701976776,
0.034469909965991974,
0.07960951328277588,
0.05963798612356186,
-0.05069001391530037,
-0.0012682820670306683,
-0.05190659686923027,
-0.029931170865893364,
-0.0058113341219723225,
0.03807104751467705,
-0.005114168394356966,
0.04322805628180504,
0.04783855751156807,
0.05805596709251404,
0.09407106041908264,
-0.0826425775885582,
0.08719584345817566,
-0.02101811394095421,
0.09910508990287781,
-0.00243211816996336,
0.08050967752933502,
-0.009451502934098244,
0.07746758311986923,
-0.04628441482782364,
-0.09856579452753067,
-0.039658401161432266,
0.008482221513986588,
0.05117260664701462,
-0.10280517488718033,
-0.07580193132162094,
-0.04743663966655731,
-0.015533403493463993,
-0.0320264957845211,
-0.027990266680717468,
0.02744518779218197,
0.02640211582183838,
-0.08062975853681564,
-0.0187328290194273,
-0.05208367854356766,
0.04700706899166107,
-0.04960307106375694,
0.05594736710190773,
-0.034344810992479324,
0.06382519006729126,
-0.05763940140604973,
0.026987873017787933,
0.05656880885362625,
0.08166088163852692,
-0.06734877079725266,
-0.03728326037526131,
-0.07407208532094955,
-0.073757603764534,
-0.07421964406967163,
-0.046499304473400116,
-0.03592200204730034,
0.08314007520675659,
-0.021848905831575394,
-0.03858906030654907,
-0.0197992455214262,
0.027251344174146652,
-0.04715580865740776,
-0.08820979297161102,
-0.025705361738801003,
0.064814992249012,
-0.030823662877082825,
0.033384181559085846,
0.07728581875562668,
0.044493891298770905,
0.021094633266329765,
-0.0343855619430542,
0.008158255368471146,
0.057472892105579376,
0.033827271312475204,
-0.011808403767645359,
-0.05677541717886925,
0.07349904626607895,
-0.01757698506116867,
0.014069081284105778,
0.0532820001244545,
-0.056751176714897156,
-0.034925609827041626,
0.04808776453137398,
0.004067949950695038,
-0.015497895888984203,
0.016867119818925858,
0.08763600885868073,
-0.014208432286977768,
0.054492026567459106,
0.04617321863770485,
-0.018059972673654556,
0.05077291652560234,
-0.07096610963344574,
-0.01223662681877613,
0.022344516590237617,
0.07841286808252335,
-0.04161104932427406,
-0.0545044019818306,
0.06684450805187225,
-0.04472053423523903,
-0.043222151696681976,
-0.04226646572351456,
-0.03101348504424095,
-0.03554675355553627,
-0.0261018518358469,
-0.021415574476122856,
0.004389457870274782,
0.07822025567293167,
-0.005166276358067989,
-0.051248691976070404,
-0.028796840459108353,
0.030978631228208542,
-0.034639280289411545,
0.057425618171691895,
-0.054805368185043335,
-0.03378443047404289,
-0.0021088181529194117,
-0.016563285142183304,
0.009324795566499233,
0.039856161922216415,
-0.02476329542696476,
-0.012497465126216412,
-0.055105969309806824,
-0.04427558183670044,
0.05478663370013237,
0.004619515500962734,
0.10347003489732742,
-0.07156024128198624,
0.060177333652973175,
0.03234364092350006,
-0.030021097511053085,
0.05808113515377045,
0.07935670018196106,
0.012472106143832207,
-0.012601420283317566,
-0.008441133424639702,
-0.01733263023197651,
-0.04898104444146156,
-0.011854867450892925,
-0.07586236298084259,
0.030612189322710037,
0.024542689323425293,
-0.05005604028701782,
-0.04657016694545746,
-0.02875068411231041,
-0.016948865726590157,
0.07379738986492157,
-0.006530283950269222,
-0.02224738709628582,
0.07696922868490219,
0.016026541590690613,
0.04522404819726944,
0.020389974117279053,
0.03339051082730293,
0.004633564036339521,
-0.049639422446489334,
0.11267261207103729,
-0.04363345727324486,
-0.058932866901159286,
-0.043094340711832047,
-0.014363126829266548,
0.023585433140397072,
-0.022530367597937584,
0.084913469851017,
0.04091127589344978,
0.01840212009847164,
0.0555291622877121,
-0.0852392241358757,
0.0673019140958786,
-0.024658087641000748,
-0.020432326942682266,
0.021730219945311546,
0.045363012701272964,
-0.02785758301615715,
0.014546144753694534,
0.011210707947611809,
0.0608191154897213,
0.05111924558877945,
0.039089322090148926,
0.05410287156701088,
0.02998492494225502,
-0.05556834861636162,
-0.028740068897604942,
0.05104682594537735,
0.0989912748336792,
0.007025417871773243,
-0.0009838242549449205,
-0.07200708240270615,
-0.06985153257846832,
-0.026464343070983887,
-0.09874077886343002,
-0.03659534826874733,
-0.0802190750837326,
0.00892783422023058,
0.06489633768796921,
-0.050960052758455276,
0.006227694917470217,
0.02728080004453659,
-0.021690774708986282,
0.01086434070020914,
-0.03584353253245354,
-0.05618475377559662,
0.09573136270046234,
-0.08451961725950241,
-0.03339388594031334,
-0.013845744542777538,
0.08772359788417816,
-0.06711816042661667,
-0.04040704295039177,
0.027161579579114914,
0.026095541194081306,
-0.0462915375828743,
0.01001968327909708,
-0.029209578409790993,
-0.009119419381022453,
0.028124956414103508,
-0.01505159493535757,
-0.05786852166056633,
0.009453849866986275,
0.060228802263736725,
-0.056847333908081055,
0.03598314896225929,
0.09746202826499939,
-0.0631948858499527,
0.07748854905366898,
-0.05290144309401512,
-0.011946235783398151,
0.11810337752103806,
0.0397011861205101,
-0.04298144578933716,
-0.04710649698972702,
-0.004931240808218718,
0.021270710974931717,
0.041592787951231,
0.01313372328877449,
0.018874891102313995,
0.009456256404519081,
0.019098255783319473,
-0.010141526348888874,
0.02570487931370735,
0.03694060444831848,
-0.027322223410010338,
-0.027515467256307602,
-0.027321556583046913,
-0.04382689669728279,
-0.03262961283326149,
0.008791892789304256,
-0.027597876265645027,
-0.03260396048426628,
0.06325218081474304,
0.038658108562231064,
0.059915248304605484,
0.07403483241796494
] |
“We really value this sign of trust in our long standing and fruitful
collaboration. We are looking forward to accelerating our Go-To-Market with
the huge GenAI opportunity. We would like to extend a special thank you to the
BeNeLux partner team. They go above and beyond to help us grow together with
Google Cloud and are, based on our experience, a leading partner organisation
in Europe.”
“Google Cloud’s partner awards recognize the significant impact and customer
success that our partners have driven over the past year," said Kevin
Ichhpurani, Corporate Vice President, Global Ecosystem and Channels at Google
Cloud. "We're delighted to recognize ML6 as a 2023 Google Cloud Partner Award
winner, and look forward to a continued strong partnership in support of our
mutual customers."
| scraping/output/-2267828673903295176.txt | [
0.002599418396130204,
0.014793026261031628,
-0.07840164005756378,
0.00887116976082325,
0.04829920455813408,
-0.0016800755402073264,
0.06453593075275421,
0.05490422621369362,
0.043981973081827164,
-0.01906333491206169,
0.01573249325156212,
-0.02166093699634075,
0.01893462985754013,
-0.04790518432855606,
-0.02633456140756607,
0.04239330813288689,
0.027573099359869957,
-0.017449337989091873,
-0.02085088938474655,
-0.06444726139307022,
0.0069778915494680405,
0.006203928031027317,
-0.06243780627846718,
0.06514714658260345,
0.0710066631436348,
0.06811780482530594,
-0.08851579576730728,
-0.021396638825535774,
0.033804092556238174,
0.006499787792563438,
-0.04011761397123337,
-0.01278383657336235,
0.052103810012340546,
-0.07333537191152573,
0.06899433583021164,
0.009497426450252533,
-0.03770218417048454,
-0.031434688717126846,
0.09315457195043564,
-0.054505206644535065,
-0.036694612354040146,
0.036231618374586105,
0.00984951201826334,
0.0322994738817215,
0.06255494058132172,
0.04905330762267113,
0.009060345590114594,
0.10613985359668732,
-0.05318214371800423,
-0.02887965366244316,
-0.01885269768536091,
0.10728687047958374,
0.03971027210354805,
0.05276867002248764,
0.004072804469615221,
-0.0775797888636589,
-0.07389678806066513,
-0.03504711762070656,
-0.04782231152057648,
0.004750615917146206,
0.02388155460357666,
-0.046543337404727936,
0.009529687464237213,
0.012421234510838985,
0.05197025090456009,
0.03432473912835121,
0.016418294981122017,
0.050367001444101334,
-0.09585198760032654,
-0.0004548248543869704,
-0.01289067417383194,
0.0528382733464241,
-0.018283693119883537,
-0.05145305395126343,
0.045152805745601654,
0.0778178796172142,
-0.023826515302062035,
-0.04210977256298065,
0.07692047953605652,
-0.006782555021345615,
-0.09287351369857788,
-0.014549847692251205,
-0.08050833642482758,
0.03421233594417572,
-0.06293120980262756,
0.0652594119310379,
0.03472214937210083,
-0.030934320762753487,
0.049587432295084,
-0.04277832433581352,
0.039173346012830734,
0.03410908207297325,
-0.05318322032690048,
-0.0588529109954834,
-0.03381074592471123,
-0.063135527074337,
-0.040048401802778244,
0.09674543142318726,
0.06362523138523102,
-0.08233578503131866,
0.049621134996414185,
-0.0993671640753746,
0.030191605910658836,
-0.021305836737155914,
-0.040090397000312805,
0.05806504935026169,
0.017241409048438072,
-0.11239427328109741,
0.09065424650907516,
-0.06959395855665207,
-0.08190183341503143,
0.052865296602249146,
0.08753915131092072,
0.041518501937389374,
-0.09068434685468674,
-0.025607546791434288,
-0.019666897132992744,
-0.029871415346860886,
-0.0069560762494802475,
-0.07446107268333435,
0.09347761422395706,
-0.10543561726808548,
-0.03726441040635109,
-0.06548748910427094,
-0.03620576858520508,
-0.0731678232550621,
0.01678626798093319,
0.008948709815740585,
0.03264039754867554,
0.01917421817779541,
0.022015344351530075,
0.01210837997496128,
0.04690125584602356,
0.0343567319214344,
0.09160619229078293,
0.05366906151175499,
-0.05058341473340988,
0.0023684711195528507,
-0.048937927931547165,
-0.00397766288369894,
-0.015344612300395966,
0.029270129278302193,
0.006594487465918064,
0.02826184779405594,
0.0157570019364357,
0.05882550776004791,
0.09338770806789398,
-0.07310106605291367,
0.07804011553525925,
-0.023656032979488373,
0.08298344165086746,
-0.03610849007964134,
0.05123484134674072,
-0.006244450341910124,
0.08086136728525162,
-0.05356156826019287,
-0.09363186359405518,
-0.049492210149765015,
0.03862592950463295,
0.07393010705709457,
-0.08903142809867859,
-0.0636151134967804,
-0.04609885439276695,
-0.010446866042912006,
-0.04368757829070091,
-0.021663321182131767,
0.05611389875411987,
0.016111036762595177,
-0.05774226784706116,
-0.013189196586608887,
-0.05971762165427208,
0.059940215200185776,
-0.04285468906164169,
0.055720921605825424,
0.012536831200122833,
0.030441079288721085,
-0.024226810783147812,
0.027467818930745125,
0.08463693410158157,
0.05281168594956398,
-0.06402869522571564,
-0.05941537767648697,
-0.05885656923055649,
-0.08468624204397202,
-0.08568970113992691,
-0.030238501727581024,
-0.03994676098227501,
0.03834468871355057,
-0.02953103557229042,
-0.04193514212965965,
-0.015030254609882832,
0.03533611819148064,
-0.05241984874010086,
-0.048353876918554306,
-0.044870227575302124,
0.05745955556631088,
-0.03986753523349762,
0.05659955367445946,
0.07882241904735565,
0.04192645475268364,
0.03244199976325035,
-0.04399826377630234,
-0.017921043559908867,
0.05537617206573486,
0.05180707573890686,
-0.015734277665615082,
-0.07051559537649155,
0.07229907065629959,
-0.01405998133122921,
0.016138119623064995,
0.05782638117671013,
-0.09284215420484543,
-0.06078900396823883,
0.048125337809324265,
-0.026421528309583664,
0.021194176748394966,
0.0024736549239605665,
0.07204986363649368,
-0.022216370329260826,
0.050908420234918594,
0.07641196250915527,
-0.03758515790104866,
0.02656891755759716,
-0.08791812509298325,
-0.007153246086090803,
0.044667553156614304,
0.08598656207323074,
-0.02401137724518776,
-0.038904640823602676,
0.06729879975318909,
-0.05589655786752701,
-0.07041526585817337,
-0.04983746260404587,
-0.012631140649318695,
-0.0375809483230114,
-0.0347200371325016,
0.0011427780846133828,
-0.005792510230094194,
0.08146708458662033,
0.01782914623618126,
-0.029321186244487762,
-0.046619415283203125,
0.05283375456929207,
-0.060593027621507645,
0.05725336819887161,
-0.08038987964391708,
-0.04173422232270241,
0.015423446893692017,
-0.0021401061676442623,
0.021704506129026413,
0.017743121832609177,
-0.02325911819934845,
-0.0278313085436821,
-0.03723486512899399,
-0.06408318132162094,
0.009789679199457169,
0.012803246267139912,
0.08357585966587067,
-0.09359903633594513,
0.04547823593020439,
0.02866142988204956,
-0.051231373101472855,
0.05312507972121239,
0.04854197800159454,
0.025768661871552467,
0.0025354819372296333,
-0.03022852912545204,
-0.016670135781168938,
-0.08385156840085983,
0.02590157650411129,
-0.09645985066890717,
0.012534224428236485,
0.006356067024171352,
-0.03891840577125549,
-0.0379704050719738,
-0.013808024115860462,
-0.004075578413903713,
0.05986277014017105,
-0.041804082691669464,
-0.02687438577413559,
0.06543058156967163,
0.004842030815780163,
0.04876496270298958,
0.010723531246185303,
0.04135643690824509,
-0.020406624302268028,
-0.04530152305960655,
0.11126481741666794,
-0.03671649470925331,
-0.05796679109334946,
0.00109770311973989,
-0.04564390704035759,
0.051271092146635056,
-0.045252446085214615,
0.08431006222963333,
0.039780136197805405,
0.006533950567245483,
0.030144887045025826,
-0.07822165638208389,
0.07833000272512436,
-0.048142172396183014,
-0.003037487855181098,
0.055929552763700485,
0.043069273233413696,
-0.04011498764157295,
0.0310065858066082,
-0.01719302497804165,
0.07733535021543503,
0.03297826647758484,
0.07453477382659912,
0.06066957488656044,
0.052691493183374405,
-0.07473287731409073,
-0.0008350181160494685,
0.06910489499568939,
0.08661596477031708,
0.011439921334385872,
-0.009532695636153221,
-0.06534400582313538,
-0.05545283481478691,
-0.04187682643532753,
-0.08220283687114716,
-0.031244343146681786,
-0.08111688494682312,
0.015661217272281647,
0.04400206729769707,
-0.05795210227370262,
-0.02194244973361492,
0.06332463026046753,
-0.009932494722306728,
-0.008448502980172634,
-0.04764857888221741,
-0.04118574783205986,
0.05684664100408554,
-0.07152560353279114,
-0.02941037341952324,
-0.005506795831024647,
0.05331186205148697,
-0.09482432901859283,
-0.05876602977514267,
0.04443851858377457,
0.018694158643484116,
-0.045264799147844315,
0.024326875805854797,
-0.010649504140019417,
0.0015889010392129421,
0.06547994166612625,
-0.03178732842206955,
-0.03527792915701866,
0.017360061407089233,
0.019718384370207787,
-0.0671146810054779,
0.03456129878759384,
0.10123348981142044,
-0.06668489426374435,
0.08094906806945801,
-0.03756765276193619,
-0.042461272329092026,
0.09190313518047333,
0.0006534046260640025,
-0.018775738775730133,
-0.02144889160990715,
0.005061617586761713,
0.01483191642910242,
0.05809158831834793,
0.0029855272732675076,
-0.008256572298705578,
0.018803030252456665,
0.04689681902527809,
-0.029979772865772247,
0.045581087470054626,
0.08183339238166809,
-0.03827769681811333,
-0.022532207891345024,
-0.07560513913631439,
-0.05500158295035362,
-0.032697759568691254,
0.004057462327182293,
-0.05361481383442879,
-0.0334697924554348,
0.05848877131938934,
0.05391475185751915,
0.06525957584381104,
0.052450355142354965
] |
Last year, ML6 successfully worked on a broad range of impactful Google Cloud
projects, enabling its clients to be a frontrunner in their industries by
innovating through AI. As many AI innovations take place in a business' core,
projects are often confidential and cannot be shared publicly. To name a few
of our publicly available, exciting projects:
1\. Helping Randstad to increase sales effectiveness by leveraging multiple
data sources on Google Cloud. Together with Randstad, ML6 has built a sales
effectiveness tool, which is actively used by around 10.000 sales consultants
spread over 6 countries. The hit rate has increased from the historical 25% to
70%, meaning that today the sales consultants using the tool are spending 70%
of their time with the right clients. Based on this demonstrated value the
tool will be further deployed to all Randstad locations.
| scraping/output/-2267828673903295176.txt | [
0.03900633752346039,
0.0001436500606359914,
-0.05212366580963135,
-0.03954504057765007,
0.045133087784051895,
-0.04896562173962593,
0.06644240021705627,
0.02872304432094097,
0.031152429059147835,
-0.05176989734172821,
0.03189165145158768,
0.019149603322148323,
0.039400987327098846,
-0.08168186992406845,
-0.025778615847229958,
0.05284102261066437,
0.06302445381879807,
-0.0468054823577404,
-0.03306838124990463,
-0.087558314204216,
0.00032676319824531674,
-0.00014434457989409566,
-0.0574263371527195,
0.05508146062493324,
0.04210270196199417,
0.03660806268453598,
-0.053487569093704224,
-0.029693827033042908,
0.02909279800951481,
-0.05188310891389847,
-0.013184620998799801,
0.0017375131137669086,
0.029450297355651855,
-0.07988321036100388,
0.035836681723594666,
-0.004057562444359064,
-0.033526334911584854,
-0.03277219086885452,
0.060982365161180496,
-0.08508897572755814,
-0.04209909960627556,
0.014181551523506641,
0.029107315465807915,
0.022461753338575363,
0.04075883701443672,
0.0628015398979187,
0.01855034939944744,
0.06701008230447769,
-0.08107481151819229,
-0.03947640582919121,
-0.026938529685139656,
0.04838757961988449,
0.05930892005562782,
0.05156844109296799,
0.019055062904953957,
-0.04266844317317009,
-0.023338371887803078,
-0.044492222368717194,
-0.0723266527056694,
0.005393347702920437,
0.059696976095438004,
-0.05731288343667984,
0.01192541141062975,
0.0782361775636673,
0.09965308010578156,
0.06523579359054565,
0.01970779150724411,
0.09126017242670059,
-0.0952182188630104,
-0.028272656723856926,
-0.018853848800063133,
0.0574510283768177,
-0.01669069193303585,
-0.06266417354345322,
0.03246118500828743,
0.043106649070978165,
0.000902246218174696,
-0.04480880871415138,
0.0065209632739424706,
0.0028088053222745657,
-0.12092850357294083,
-0.05575140565633774,
-0.059325940907001495,
-0.005354013759642839,
-0.0434650294482708,
0.07428090274333954,
0.06879106909036636,
-0.05208053067326546,
0.09657055139541626,
-0.035794612020254135,
0.055338259786367416,
0.014486354775726795,
-0.06309734284877777,
-0.04475687816739082,
-0.0645022839307785,
-0.06593766808509827,
-0.07483426481485367,
0.058289784938097,
0.0764937773346901,
-0.05366985499858856,
0.027458064258098602,
-0.04643765464425087,
0.0914066731929779,
-0.06033281609416008,
-0.027966395020484924,
0.03640811890363693,
0.00698444340378046,
-0.10300764441490173,
0.05129759758710861,
-0.0790642574429512,
-0.08065076172351837,
0.05656237527728081,
0.042849160730838776,
0.03130808472633362,
-0.032781537622213364,
-0.004811394028365612,
0.00037600260111503303,
-0.06371577084064484,
0.07544856518507004,
-0.03890256956219673,
0.10637415945529938,
-0.07722777128219604,
-0.07557050883769989,
-0.1035875752568245,
-0.053186219185590744,
-0.018668819218873978,
0.025966132059693336,
0.04355969652533531,
0.033157411962747574,
0.019024375826120377,
0.015606626868247986,
0.06109757721424103,
0.03709499537944794,
0.01913340762257576,
0.07793679088354111,
0.08363062143325806,
-0.03801228478550911,
0.0022782529704272747,
-0.04313794896006584,
-0.03437642753124237,
-0.05209652706980705,
0.08387454599142075,
0.010730268433690071,
0.04115254804491997,
0.0738525465130806,
0.07822251319885254,
0.09879528731107712,
-0.09177730232477188,
0.049095358699560165,
0.009267168119549751,
0.10906986892223358,
0.0052701146341860294,
0.05350257083773613,
0.031135717406868935,
0.07978552579879761,
-0.047693490982055664,
-0.09530358016490936,
-0.05205104127526283,
0.04955179989337921,
0.07427328079938889,
-0.07257797569036484,
-0.02797228842973709,
-0.04440736398100853,
0.009777803905308247,
-0.0505436472594738,
-0.0070040407590568066,
0.03044835664331913,
0.03721074387431145,
-0.06239384412765503,
-0.04743027314543724,
-0.04422019422054291,
0.043212890625,
-0.06227598339319229,
0.06216355413198471,
-0.041397299617528915,
0.04982373118400574,
-0.03579910472035408,
0.049721308052539825,
0.06081186980009079,
0.06985247880220413,
-0.08534514158964157,
-0.026765765622258186,
-0.05984782427549362,
-0.06264802068471909,
-0.07339197397232056,
-0.03018428571522236,
-0.051309626549482346,
0.055707529187202454,
0.006325741298496723,
-0.026808403432369232,
-0.0341305136680603,
0.016308320686221123,
-0.056355152279138565,
-0.07408595830202103,
-0.029615720734000206,
0.04892123490571976,
-0.053989239037036896,
0.027912568300962448,
0.07032452523708344,
0.07879036664962769,
0.030986279249191284,
-0.047810863703489304,
0.04428499937057495,
0.0458766333758831,
0.027654515579342842,
-0.01617548055946827,
-0.01595599204301834,
0.04977593943476677,
-0.03852324187755585,
0.009698227047920227,
0.05508013814687729,
-0.06868141144514084,
-0.03791902959346771,
0.024017175659537315,
-0.006215741392225027,
-0.047029029577970505,
-0.002724998164921999,
0.08260829001665115,
-0.006509387865662575,
0.04276978597044945,
0.03586570918560028,
0.01771209016442299,
0.044787026941776276,
-0.08809006214141846,
-0.016799036413431168,
0.02069006860256195,
0.07697054743766785,
-0.06496773660182953,
-0.05642268806695938,
0.043631043285131454,
-0.08577039837837219,
-0.019672349095344543,
-0.05877894163131714,
-0.025379015132784843,
-0.049404412508010864,
-0.0505492128431797,
-0.025414519011974335,
0.032279063016176224,
0.05953019857406616,
-0.016437841579318047,
-0.06117132678627968,
-0.04962429031729698,
0.028373437002301216,
-0.052704695612192154,
0.05951932072639465,
-0.033007893711328506,
-0.01399631891399622,
0.020868120715022087,
-0.008831032551825047,
0.04439216107130051,
0.025222472846508026,
-0.06278549879789352,
-0.005919455084949732,
-0.031095312908291817,
-0.04024900123476982,
0.04030623286962509,
0.07237747311592102,
0.03939645364880562,
-0.06527210026979446,
0.04068693518638611,
0.024252524599432945,
-0.047479335218667984,
0.09686356037855148,
0.03351621329784393,
-0.010013408027589321,
-0.04530768841505051,
-0.03128419816493988,
0.021095668897032738,
-0.06185303255915642,
-0.015943441540002823,
-0.06870698928833008,
0.029083028435707092,
0.020571457222104073,
-0.041819583624601364,
-0.023087559267878532,
-0.04955531656742096,
0.013524217531085014,
0.03693568333983421,
-0.03238936513662338,
0.010419811122119427,
0.08864253014326096,
0.021280597895383835,
0.042721349745988846,
0.04952831566333771,
0.047628872096538544,
-0.032207924872636795,
-0.028749167919158936,
0.09222572296857834,
-0.04350326955318451,
-0.052639372646808624,
-0.031137362122535706,
-0.06405267864465714,
0.018522221595048904,
0.01252382155507803,
0.047186192125082016,
0.007944258861243725,
-0.0007648075697943568,
0.05632444843649864,
-0.08098544925451279,
0.029966779053211212,
-0.046071309596300125,
-0.02376311831176281,
0.051646385341882706,
0.07004863768815994,
-0.028461433947086334,
0.06086511164903641,
-0.02272888831794262,
0.05316997319459915,
0.051799844950437546,
0.09427610039710999,
0.0689694806933403,
0.05782744660973549,
-0.04959120228886604,
-0.022105136886239052,
0.0463159903883934,
0.0745091363787651,
-0.0353027805685997,
-0.004959853366017342,
-0.07616519182920456,
-0.05680302157998085,
-0.04575506970286369,
-0.0833067074418068,
-0.02340679056942463,
-0.0718810185790062,
0.03485424444079399,
0.0649428740143776,
-0.06822767853736877,
-0.001701750559732318,
0.027584126219153404,
-0.012293452396988869,
0.028026826679706573,
-0.04815942794084549,
-0.06954789161682129,
0.03894044831395149,
-0.08170076459646225,
-0.039847489446401596,
-0.0119876554235816,
0.08702676743268967,
-0.06580457836389542,
-0.07000909745693207,
0.02831612154841423,
-0.00888440664857626,
-0.055858347564935684,
0.007995335385203362,
-0.013511479832231998,
-0.028695620596408844,
0.039098870009183884,
-0.006872992962598801,
-0.036390550434589386,
0.032825615257024765,
0.05556595325469971,
-0.0652422234416008,
0.0092577850446105,
0.07276913523674011,
-0.04816891998052597,
0.07958199083805084,
-0.08759689331054688,
-0.05926181375980377,
0.06482438743114471,
0.05576939880847931,
-0.0201877448707819,
-0.049449898302555084,
-0.0023389230482280254,
0.014707781374454498,
0.06307084858417511,
0.02897627092897892,
0.019367560744285583,
0.004789434373378754,
0.011438043788075447,
-0.03274529054760933,
0.05085776746273041,
0.06602296233177185,
-0.015417080372571945,
0.0047561791725456715,
-0.0024431266356259584,
-0.07590986788272858,
-0.04315706714987755,
0.0032765818759799004,
-0.028797002509236336,
-0.04210793972015381,
0.0349370539188385,
0.0446135476231575,
0.06385396420955658,
0.08967969566583633
] |
2\. Supporting the Belgian Federation of Notaries (FedNot) with knowledge and
skill management through various applications including advanced anonymization
and pseudonymization techniques for protection of personal data, a custom
semantic search engine covering offering secure access to tens of millions of
notary deed clauses, a real estate price estimator and multiple automatic
information extraction tools for generating structured (meta)data from
contracts.
3\. Building a data lake in Google Cloud for the Flemish Agency for Road and
Traffic (AWV), allowing the exploitation of data for AI use cases such as the
automatic switching of road lighting along the highways or to make smart
decisions for sprinkling salt on roads during winter.
| scraping/output/-2267828673903295176.txt | [
0.04798058792948723,
-0.04078350588679314,
-0.05475127324461937,
-0.0606510192155838,
0.03682795539498329,
-0.04825969412922859,
0.05226372927427292,
0.049316707998514175,
0.031583402305841446,
-0.013684377074241638,
0.06738203763961792,
0.02597462758421898,
0.056837279349565506,
-0.011569194495677948,
-0.035030558705329895,
0.048136286437511444,
0.0651959478855133,
-0.047143369913101196,
-0.02562495321035385,
-0.06206692010164261,
-0.009671268984675407,
-0.02066836506128311,
-0.06682176142930984,
0.008465009741485119,
0.057757213711738586,
0.05006811022758484,
-0.060227520763874054,
-0.0031847336795181036,
0.03305794298648834,
-0.02876267582178116,
-0.05396095663309097,
-0.004685633350163698,
0.042872585356235504,
-0.07941771298646927,
0.05636412650346756,
0.025884585455060005,
-0.06363161653280258,
-0.05038351193070412,
0.0681367814540863,
-0.07731489092111588,
-0.05249790847301483,
0.023624606430530548,
0.05680087208747864,
0.04664572328329086,
0.06133156642317772,
0.03528596833348274,
-0.03126779943704605,
0.09183786064386368,
-0.03489729017019272,
-0.009056533686816692,
-0.05814867094159126,
0.042449016124010086,
0.020023006945848465,
0.05725925415754318,
0.056099794805049896,
-0.05870561674237251,
-0.029589051380753517,
-0.052644576877355576,
-0.018123334273695946,
0.012354613281786442,
0.046883709728717804,
-0.04822627082467079,
0.023281456902623177,
0.023783709853887558,
0.07547054439783096,
0.03897349163889885,
0.02467457950115204,
0.014363653026521206,
-0.10083818435668945,
-0.024798277765512466,
-0.003946069628000259,
0.07886017113924026,
0.019360654056072235,
-0.08230393379926682,
-0.006330091506242752,
0.04624300077557564,
-0.010722588747739792,
-0.02948118932545185,
0.018295153975486755,
-0.000133589404867962,
-0.11308726668357849,
-0.06992269307374954,
-0.04826615750789642,
0.029531799256801605,
-0.055778343230485916,
0.056127313524484634,
0.02272164449095726,
-0.05123463273048401,
0.0685076117515564,
-0.019266050308942795,
0.03266854211688042,
0.040329668670892715,
-0.06979341059923172,
-0.040566202253103256,
-0.08975237607955933,
-0.05042099207639694,
-0.024018947035074234,
0.11221370846033096,
0.044167861342430115,
0.007462659850716591,
0.03732680156826973,
-0.06686681509017944,
0.040661945939064026,
-0.10473442822694778,
-0.07415452599525452,
0.008858957327902317,
0.03614785894751549,
-0.07367991656064987,
0.07070738077163696,
-0.058745283633470535,
-0.04589156433939934,
0.049202047288417816,
0.12209991365671158,
0.0412922240793705,
-0.08220244199037552,
-0.035085052251815796,
-0.018198257312178612,
-0.07298753410577774,
0.033091120421886444,
-0.03037945367395878,
0.0726533979177475,
-0.03414568305015564,
-0.06197299435734749,
-0.09675633162260056,
-0.034616176038980484,
-0.014786449261009693,
0.02552894502878189,
0.037965647876262665,
0.026365986093878746,
0.05279647186398506,
0.035752080380916595,
0.07044205814599991,
0.050025708973407745,
0.014428975991904736,
0.07315879315137863,
0.11286793649196625,
-0.02366693504154682,
-0.011084518395364285,
0.005688265431672335,
-0.000267500668996945,
-0.015485404059290886,
0.08356504142284393,
-0.011872271075844765,
0.033062078058719635,
0.06763769686222076,
0.06559565663337708,
0.0666041150689125,
-0.09486561268568039,
0.0445074625313282,
-0.0038363090716302395,
0.07226022332906723,
0.006798865273594856,
0.06835053861141205,
0.016123061999678612,
0.05466626584529877,
-0.05306500941514969,
-0.025504622608423233,
-0.045403968542814255,
0.04117694869637489,
0.05965983495116234,
-0.05197397619485855,
-0.04567425325512886,
-0.07965835928916931,
-0.027981217950582504,
-0.0016302448930218816,
-0.008273841813206673,
0.01785499043762684,
0.05254637822508812,
-0.06568809598684311,
-0.034262388944625854,
-0.06056603044271469,
0.02885769121348858,
-0.029048094525933266,
0.04754267632961273,
0.013085049577057362,
0.09473894536495209,
-0.08537041395902634,
-0.008008478209376335,
0.06855373829603195,
0.03172456473112106,
-0.03335834667086601,
-0.04501844570040703,
-0.054839957505464554,
-0.07271349430084229,
-0.07176511734724045,
-0.02556254155933857,
-0.0687733069062233,
0.0364687480032444,
0.015847763046622276,
-0.03218114376068115,
-0.009249713271856308,
0.012168992310762405,
-0.07941965013742447,
-0.0751069113612175,
-0.07220667600631714,
0.06272891163825989,
-0.005220117978751659,
0.020594164729118347,
0.038208458572626114,
0.03441948816180229,
0.004855076316744089,
-0.05347925052046776,
0.03857799991965294,
0.04612099006772041,
0.0572599358856678,
-0.024887938052415848,
-0.03189971297979355,
0.07381317019462585,
-0.04645106941461563,
-0.018127597868442535,
0.04351596534252167,
-0.051250699907541275,
-0.046821363270282745,
0.10641130805015564,
0.004456296097487211,
-0.05848030373454094,
0.017988353967666626,
0.07841268926858902,
-0.040302522480487823,
0.00989346019923687,
0.029311368241906166,
-0.041429080069065094,
0.0586341917514801,
-0.10171772539615631,
-0.06122363731265068,
0.028298741206526756,
0.06532790511846542,
-0.09175457805395126,
-0.06530281156301498,
0.06554915010929108,
-0.06499383598566055,
-0.01643674448132515,
-0.039306122809648514,
-0.06056375801563263,
-0.045864950865507126,
-0.03068726696074009,
-0.04665324091911316,
0.047161899507045746,
0.019757140427827835,
-0.015729373320937157,
-0.05076973885297775,
-0.09775147587060928,
0.059319499880075455,
-0.07694853097200394,
0.053623273968696594,
-0.043435219675302505,
-0.019448859617114067,
0.029674412682652473,
0.0030418841633945704,
0.04370030015707016,
0.039965204894542694,
-0.03247559443116188,
-0.03195624053478241,
-0.053870610892772675,
-0.049058716744184494,
0.01678641140460968,
-0.0017020627856254578,
0.10786815732717514,
-0.07605648785829544,
0.0577298179268837,
0.022785402834415436,
-0.05709266662597656,
0.09217758476734161,
0.03611144423484802,
0.023638365790247917,
-0.002917046658694744,
-0.043189141899347305,
-0.010347875766456127,
-0.03485400229692459,
-0.019779616966843605,
-0.06166549399495125,
-0.02987031266093254,
0.003340138355270028,
-0.055212222039699554,
-0.04651092365384102,
-0.027958739548921585,
-0.011502735316753387,
0.05024600774049759,
-0.03185969218611717,
0.001172304037027061,
0.07249318063259125,
0.05016758665442467,
0.062161900103092194,
0.074978306889534,
0.058868490159511566,
-0.012139061465859413,
-0.01714884303510189,
0.04433073103427887,
-0.04790486767888069,
-0.028348932042717934,
-0.021541278809309006,
-0.06321022659540176,
0.0790446400642395,
-0.03017278015613556,
0.03319776430726051,
0.04154825955629349,
0.04044122248888016,
0.0677575170993805,
-0.03462793678045273,
0.05267373472452164,
-0.03338636830449104,
-0.08500055968761444,
0.038385674357414246,
0.07921599596738815,
-0.026892971247434616,
0.02729029580950737,
0.025406265631318092,
0.015827467665076256,
0.033310666680336,
0.04327978938817978,
0.055050842463970184,
0.028252078220248222,
-0.00930161401629448,
-0.0349343903362751,
0.0010554703185334802,
0.10018862783908844,
0.0024056779220700264,
-0.012874684296548367,
-0.09107397496700287,
-0.032267916947603226,
-0.03868483379483223,
-0.08895747363567352,
0.010845727287232876,
-0.03767407685518265,
0.06669068336486816,
0.06132720038294792,
-0.05556560680270195,
0.026834871619939804,
0.028681108728051186,
0.00045997140114195645,
0.042850229889154434,
-0.05335565283894539,
-0.06051640212535858,
0.05571725219488144,
-0.09624716639518738,
-0.030754031613469124,
-0.02934180572628975,
0.0465758815407753,
-0.07547719776630402,
-0.03305157646536827,
-0.008661997504532337,
0.04083482548594475,
-0.04533431679010391,
0.011549080722033978,
-0.005225537810474634,
-0.042162973433732986,
-0.011813538148999214,
-0.015613016672432423,
-0.006104637868702412,
0.04024946317076683,
0.06207677721977234,
-0.0936196967959404,
0.040392469614744186,
0.04075019434094429,
-0.037233151495456696,
0.08616676181554794,
-0.06459075212478638,
-0.025777455419301987,
0.05142378434538841,
0.10341024398803711,
-0.041372284293174744,
-0.0609295479953289,
0.06122544780373573,
0.05304040014743805,
0.06561187654733658,
0.07504889369010925,
-0.02682696282863617,
0.03779992088675499,
0.05037181079387665,
0.006387207191437483,
0.05925288423895836,
0.02573007345199585,
-0.021451981738209724,
-0.03136756643652916,
-0.05309668928384781,
-0.041689544916152954,
-0.05156082287430763,
0.03226611018180847,
-0.07828649878501892,
-0.06756024062633514,
0.024540478363633156,
0.030581366270780563,
0.044501543045043945,
0.08441311120986938
] |
The benefits include substantial energy savings, reduced light pollution and a
minimised environmental impact achieved through a more targeted use of salt.
The success of this project has been recognised by the nomination in the
category ‘IT Project of the Year in Public Market’ by Computable Belgium.
About ML6
ML6 is a leading tech scale-up that helps their clients to navigate, activate
and build
trustworthy AI with the aim to innovate and gain a competitive edge. Through
its services, ML6 helps clients realise business impact by building and
deploying custom end-to-end AI solutions and by bringing client's AI
capabilities to the next level. ML6 has built a team of over 100 senior AI
experts, based in Ghent, Amsterdam and Berlin. ML6 has received Google Cloud
sustainability award for Benelux in 2022 and Google Cloud Partner award in
2015.
Accelerating businesses with AI technology & experts
Contact:
[email protected]
+32 9 265 95 50
Contact us
Join our newsletter | scraping/output/-2267828673903295176.txt | [
0.011052827350795269,
0.011495606042444706,
-0.06099607050418854,
-0.04000909626483917,
0.04579360783100128,
-0.03291100636124611,
0.05951513722538948,
0.057266656309366226,
0.035232678055763245,
-0.05566544830799103,
0.02119450643658638,
0.0037229806184768677,
0.024121319875121117,
-0.0562877431511879,
-0.019451851025223732,
0.06205402687191963,
0.05588343366980553,
-0.011566423811018467,
-0.04202400520443916,
-0.0691998302936554,
-0.019386624917387962,
0.0025926493108272552,
-0.07108569145202637,
0.028083141893148422,
0.05719681829214096,
0.05572260171175003,
-0.07827823609113693,
-0.02776394784450531,
0.014218456111848354,
-0.025244489312171936,
0.0007422940107062459,
-0.04044182598590851,
0.04890330135822296,
-0.08421676605939865,
0.051727622747421265,
0.01331344898790121,
-0.03979517146945,
-0.03041660785675049,
0.07113341987133026,
-0.08199621737003326,
-0.019375083968043327,
0.01765548437833786,
0.018730033189058304,
0.05239415168762207,
0.04804091900587082,
0.06970511376857758,
-0.013579151593148708,
0.08722517639398575,
-0.04688906669616699,
-0.0440387986600399,
-0.04368269443511963,
0.08274759352207184,
0.036028724163770676,
0.05989374592900276,
0.02778024412691593,
-0.06903835386037827,
-0.034633319824934006,
-0.08605027943849564,
-0.044313814491033554,
0.0037814707029610872,
0.007279638200998306,
-0.028355391696095467,
-0.011315915733575821,
0.0476188026368618,
0.09743289649486542,
0.039197251200675964,
0.016843756660819054,
0.04457772150635719,
-0.10616719722747803,
-0.06838157027959824,
-0.02283160760998726,
0.05783854052424431,
-0.001528645516373217,
-0.08643756806850433,
-0.01448900531977415,
0.06418222934007645,
-0.034781306982040405,
-0.051887039095163345,
0.02271112985908985,
-0.004224756732583046,
-0.09508997201919556,
-0.058870986104011536,
-0.06641895323991776,
0.009057274088263512,
-0.0881996601819992,
0.06881541013717651,
0.048031263053417206,
-0.04982379078865051,
0.0891309380531311,
-0.03543051704764366,
0.04228418692946434,
0.025278521701693535,
-0.0533624030649662,
-0.03693665936589241,
-0.03498423099517822,
-0.056040339171886444,
-0.03187805041670799,
0.083905890583992,
0.055020321160554886,
-0.07103012502193451,
0.0429060272872448,
-0.06857123970985413,
0.09375819563865662,
-0.08439573645591736,
-0.0653967335820198,
0.02793395146727562,
0.027258222922682762,
-0.0712633952498436,
0.04414047673344612,
-0.07829226553440094,
-0.08992303162813187,
0.06140606850385666,
0.05653234198689461,
0.023484794422984123,
-0.07596156001091003,
0.0029216015245765448,
-0.027460237964987755,
-0.029528655111789703,
0.006170898675918579,
-0.04848688095808029,
0.1188969835639,
-0.06973813474178314,
-0.07821489125490189,
-0.03650595620274544,
-0.02828572876751423,
-0.022780954837799072,
-0.0041203792206943035,
0.0638541579246521,
0.03334226459264755,
0.0051994286477565765,
0.030147932469844818,
0.028543101623654366,
0.038858965039253235,
0.0255653765052557,
0.07130135595798492,
0.09120021760463715,
-0.07072040438652039,
-0.01954142563045025,
-0.021364837884902954,
-0.032430343329906464,
-0.027666615322232246,
0.045710496604442596,
-0.0044204615987837315,
0.060334350913763046,
0.06522402167320251,
0.06986644864082336,
0.10497652739286423,
-0.06821592152118683,
0.06788839399814606,
0.008641118183732033,
0.1025257557630539,
-0.029134484007954597,
0.06318148970603943,
0.037215471267700195,
0.07965641468763351,
-0.06330960988998413,
-0.08335722237825394,
-0.05482863262295723,
0.02850065752863884,
0.05650117248296738,
-0.06643266975879669,
-0.07284895330667496,
-0.04910823330283165,
0.009772524237632751,
-0.04154588654637337,
-0.036833714693784714,
0.01994267851114273,
0.04955528303980827,
-0.08067434281110764,
-0.027631225064396858,
-0.03240378573536873,
0.048332277685403824,
-0.04110109061002731,
0.07188067585229874,
-0.044319622218608856,
0.05002507194876671,
-0.0659855529665947,
0.04580053314566612,
0.043632905930280685,
0.07915378361940384,
-0.06348040699958801,
-0.01844502054154873,
-0.052122071385383606,
-0.06261461228132248,
-0.0640452653169632,
-0.05640842393040657,
-0.03344304487109184,
0.068794384598732,
-0.016072720289230347,
-0.05729825794696808,
-0.0071096839383244514,
0.025574102997779846,
-0.06879529356956482,
-0.07315216958522797,
-0.03981257602572441,
0.08112125843763351,
-0.055871423333883286,
0.02168458327651024,
0.05852362886071205,
0.05287352204322815,
0.04169493168592453,
-0.015671661123633385,
0.002688443288207054,
0.027865111827850342,
0.05543701723217964,
0.006940181832760572,
-0.037967801094055176,
0.05000261217355728,
-0.037838514894247055,
0.013434793800115585,
0.060646697878837585,
-0.04291343316435814,
-0.049591436982154846,
0.056826572865247726,
0.006531651597470045,
-0.04660727456212044,
-0.0036278539337217808,
0.08257703483104706,
-0.017312658950686455,
0.04920290783047676,
0.03976495936512947,
-0.016778238117694855,
0.04603498429059982,
-0.08952202647924423,
-0.004959508311003447,
0.02359306626021862,
0.07209218293428421,
-0.0692230686545372,
-0.07348823547363281,
0.062213603407144547,
-0.04352474957704544,
-0.02779279090464115,
-0.020320195704698563,
-0.03904346376657486,
-0.05082578957080841,
-0.014695433899760246,
-0.04159087315201759,
0.03757990151643753,
0.08489824086427689,
-0.02039565145969391,
-0.04915929585695267,
-0.042434681206941605,
0.027285488322377205,
-0.06810496747493744,
0.05129542946815491,
-0.03936238959431648,
0.0014355292078107595,
0.00887816771864891,
-0.008766003884375095,
0.03108641691505909,
0.038299884647130966,
-0.03705773502588272,
-0.0017105784500017762,
-0.02324681542813778,
-0.03919508680701256,
0.03894376754760742,
0.019203726202249527,
0.09509453177452087,
-0.06579906493425369,
0.05708617344498634,
0.050285886973142624,
-0.029261063784360886,
0.08099048584699631,
0.062201257795095444,
0.01844036392867565,
-0.04451809450984001,
-0.011786277405917645,
-0.00788123533129692,
-0.03985990583896637,
-0.038873061537742615,
-0.09649576246738434,
0.03319854661822319,
0.010032695718109608,
-0.060157448053359985,
-0.03783529996871948,
-0.07904862612485886,
0.016272256150841713,
0.0483330637216568,
-0.013529524207115173,
-0.01993539370596409,
0.05742374807596207,
-0.00397328520193696,
0.0647435113787651,
0.037493955343961716,
0.022013399749994278,
-0.02312587760388851,
-0.021717578172683716,
0.11647939682006836,
-0.04697795584797859,
-0.07222242653369904,
-0.03309553116559982,
-0.031364038586616516,
0.050606466829776764,
0.010898168198764324,
0.0739133283495903,
0.014811732806265354,
-0.0046425326727330685,
0.07423972338438034,
-0.058928485959768295,
0.08517145365476608,
-0.018433045595884323,
-0.04529823362827301,
0.04041311517357826,
0.07328662276268005,
-0.012437231838703156,
0.004822955001145601,
0.005734585225582123,
0.07002570480108261,
0.039526861160993576,
0.04973239824175835,
0.049653150141239166,
0.03002098761498928,
-0.05241699516773224,
-0.030393904075026512,
0.043162617832422256,
0.1028401106595993,
-0.032817356288433075,
-0.0028511781711131334,
-0.07225587218999863,
-0.06590493768453598,
-0.03648371621966362,
-0.08353115618228912,
-0.01810726709663868,
-0.07799006253480911,
0.036710988730192184,
0.04491480067372322,
-0.04603522643446922,
-0.029282385483384132,
0.03626599535346031,
-0.04522975534200668,
0.013133538886904716,
-0.04316610097885132,
-0.056675300002098083,
0.09312324225902557,
-0.05861760303378105,
-0.013197436928749084,
-0.010930453427135944,
0.07457205653190613,
-0.09274956583976746,
-0.055368125438690186,
0.02056020498275757,
0.018025213852524757,
-0.05017256736755371,
0.0008462584810331464,
-0.023397576063871384,
-0.025424379855394363,
0.05455332249403,
0.00963650457561016,
-0.03966518118977547,
0.019790051504969597,
0.05778494477272034,
-0.05578252300620079,
0.022583184763789177,
0.05557453632354736,
-0.07382461428642273,
0.06757853180170059,
-0.06796542555093765,
-0.06309119611978531,
0.11891757696866989,
0.056481409817934036,
-0.04099692776799202,
-0.04312912002205849,
0.008722513914108276,
0.015112396329641342,
0.0516834482550621,
0.03793979436159134,
-0.008173314854502678,
0.009119370952248573,
0.0421220064163208,
-0.0004514425527304411,
0.046116746962070465,
0.04761286452412605,
-0.0207799281924963,
0.019818278029561043,
-0.03959326446056366,
-0.06696848571300507,
-0.041484784334897995,
0.007422122173011303,
-0.014555743895471096,
-0.018832961097359657,
0.04134173318743706,
0.058019429445266724,
0.03873154893517494,
0.07906097173690796
] |
Accelerating businesses with AI technology & experts
Contact:
[email protected]
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/-2267828673903295176.txt | [
-0.0002485964505467564,
-0.01286858320236206,
-0.04779375344514847,
-0.053416907787323,
0.028302615508437157,
-0.05985806882381439,
0.05501974746584892,
0.09654934704303741,
0.050274722278118134,
-0.027561871334910393,
0.025487828999757767,
0.03435938432812691,
0.05150036886334419,
-0.016621913760900497,
-0.03208530694246292,
0.06306374818086624,
0.03182746469974518,
-0.06678526848554611,
-0.05704992637038231,
-0.07073631882667542,
0.014735960401594639,
0.005600521806627512,
-0.06916346400976181,
0.03987189382314682,
0.04805711284279823,
0.05381729453802109,
-0.04704339802265167,
-0.008068535476922989,
0.030498681589961052,
-0.0330539345741272,
-0.02001061663031578,
-0.03257787227630615,
0.06949558109045029,
-0.08628527075052261,
0.0351402685046196,
0.01956869103014469,
-0.03791752830147743,
-0.03418050333857536,
0.04063782840967178,
-0.08061650395393372,
0.018879929557442665,
0.03075334057211876,
0.02800644002854824,
0.048213813453912735,
0.008646192029118538,
0.053496330976486206,
-0.011656863614916801,
0.04781779646873474,
-0.028987735509872437,
-0.030784446746110916,
-0.03793974965810776,
0.061256375163793564,
0.013973638415336609,
0.04857940599322319,
0.06299629807472229,
-0.058310989290475845,
-0.08415582031011581,
-0.09863672405481339,
-0.053009066730737686,
0.0585293248295784,
0.061907876282930374,
-0.08709172159433365,
0.025730237364768982,
0.05500444397330284,
0.08684980124235153,
0.0493098683655262,
0.04156430810689926,
0.04366583749651909,
-0.09973518550395966,
-0.07209572196006775,
-0.0840744897723198,
0.07545653730630875,
0.008077156729996204,
-0.06384554505348206,
-0.0029669739305973053,
0.0465410053730011,
-0.0026509675662964582,
-0.0489046610891819,
0.023147571831941605,
-0.03623580187559128,
-0.0587395615875721,
-0.01364781241863966,
-0.04910142719745636,
0.013190777972340584,
-0.06703633069992065,
0.07574274390935898,
0.04341183975338936,
-0.059573423117399216,
0.06403859704732895,
-0.046645503491163254,
0.05094125494360924,
0.04591618850827217,
-0.07751131057739258,
-0.05584098771214485,
-0.0404268354177475,
-0.07888847589492798,
-0.02178310975432396,
0.05797649174928665,
0.04443312808871269,
-0.06153129041194916,
0.06693725287914276,
-0.07411111891269684,
0.06929876655340195,
-0.06531006097793579,
-0.03744225949048996,
0.028650373220443726,
0.010906425304710865,
-0.06658009439706802,
0.059481896460056305,
-0.08881942927837372,
-0.05861080437898636,
0.07182671874761581,
0.07367651164531708,
0.06924225389957428,
-0.0690850242972374,
-0.01927703246474266,
-0.009175676852464676,
-0.04437515512108803,
0.0003442169982008636,
-0.02320793643593788,
0.10203023999929428,
-0.047923967242240906,
-0.07530539482831955,
-0.06373373419046402,
-0.029431043192744255,
-0.03334685415029526,
-0.01623566262423992,
0.0418783463537693,
0.005213859025388956,
0.027446987107396126,
0.026047617197036743,
0.03891156613826752,
0.025515863671898842,
0.06981898844242096,
0.06871483474969864,
0.08319968730211258,
-0.09161701798439026,
-0.004386023618280888,
-0.04677845537662506,
-0.04472307488322258,
-0.03221704810857773,
0.06928541511297226,
-0.03321360796689987,
0.053907208144664764,
0.09236722439527512,
0.03189265355467796,
0.11251457035541534,
-0.041271720081567764,
0.060672737658023834,
-0.005625504534691572,
0.07957036048173904,
-0.03061741590499878,
0.05515450984239578,
0.07120267301797867,
0.04237787052989006,
-0.07292520254850388,
-0.06749285757541656,
-0.04058024659752846,
0.032017968595027924,
0.036650460213422775,
-0.057483524084091187,
-0.05244245380163193,
-0.04531441628932953,
-0.013944469392299652,
-0.044946230947971344,
-0.015700332820415497,
0.027479765936732292,
0.057508766651153564,
-0.06338595598936081,
-0.06606227904558182,
-0.03296636417508125,
0.026192322373390198,
-0.04236593842506409,
0.08865828067064285,
-0.03337865322828293,
0.0526290163397789,
-0.06963425874710083,
0.04751782864332199,
0.04743466153740883,
0.05284835398197174,
-0.06974761933088303,
-0.03643595054745674,
-0.07583893090486526,
-0.04418845474720001,
-0.048432447016239166,
-0.06478357315063477,
-0.03534974530339241,
0.03959537297487259,
0.033554475754499435,
-0.030280742794275284,
0.02543942630290985,
0.02785102277994156,
-0.0578003004193306,
-0.06439565867185593,
-0.03805826976895332,
0.035711951553821564,
-0.03021465800702572,
0.06067754328250885,
0.05747978389263153,
0.053406842052936554,
0.02968571148812771,
-0.028146611526608467,
0.04881104454398155,
0.04436548054218292,
0.05245020240545273,
-0.012551645748317242,
-0.02488732524216175,
0.05200667306780815,
-0.040835391730070114,
0.0517507828772068,
0.06350115686655045,
-0.039324838668107986,
-0.05826449766755104,
0.028176678344607353,
0.01881083846092224,
-0.018603820353746414,
0.04065888002514839,
0.09272017329931259,
-0.028565380722284317,
0.026434751227498055,
0.01803019270300865,
-0.025250144302845,
0.04065651819109917,
-0.08959241956472397,
-0.01141008734703064,
0.030936773866415024,
0.07691417634487152,
-0.07092157006263733,
-0.02400311455130577,
0.04305817559361458,
-0.04485870897769928,
-0.0394422747194767,
-0.055281851440668106,
-0.07570619881153107,
-0.04260462522506714,
-0.03956924378871918,
-0.017879988998174667,
0.04290623962879181,
0.08030971139669418,
-0.06092163175344467,
-0.07745823264122009,
-0.06639474630355835,
0.017383437603712082,
-0.03305990248918533,
0.04876286908984184,
-0.02940135821700096,
-0.028110919520258904,
0.021139439195394516,
-0.018886428326368332,
0.02739475667476654,
0.025666426867246628,
-0.02441377565264702,
-0.029661178588867188,
-0.017837394028902054,
-0.05462435260415077,
0.06896086037158966,
0.03949398547410965,
0.07836992293596268,
-0.060616735368967056,
0.048060908913612366,
0.026514630764722824,
-0.04061606526374817,
0.0863223671913147,
0.03782345727086067,
0.03270692005753517,
0.007589389570057392,
-0.022334866225719452,
-0.05315941572189331,
-0.03452145308256149,
-0.05611765757203102,
-0.07986920326948166,
0.07717423886060715,
0.035860899835824966,
-0.04775897413492203,
-0.06636044383049011,
-0.03946305066347122,
-0.014092675410211086,
0.06381691247224808,
-0.023560259491205215,
-0.018054673448204994,
0.08810795843601227,
0.007677702233195305,
0.04442828521132469,
0.05525282397866249,
0.038781795650720596,
-0.03887977823615074,
-0.009368522092700005,
0.07246782630681992,
-0.024879608303308487,
-0.07719995081424713,
-0.02751530520617962,
-0.04783868417143822,
0.027592722326517105,
0.006597510073333979,
0.09415902942419052,
0.03346458449959755,
-0.021954922005534172,
0.06556431949138641,
-0.042688868939876556,
0.06156902760267258,
-0.002875317120924592,
-0.012339236214756966,
0.03316500410437584,
0.05751578137278557,
-0.03271098807454109,
0.013371351175010204,
0.007399310823529959,
0.042275190353393555,
0.04743514582514763,
0.017920484766364098,
0.036448754370212555,
0.05173828452825546,
-0.04881071299314499,
-0.01174208614975214,
0.0378207303583622,
0.08546951413154602,
-0.008270439691841602,
0.06736845523118973,
-0.08879891037940979,
-0.06620103865861893,
-0.01587461493909359,
-0.05379316210746765,
-0.009790193289518356,
-0.09064409881830215,
0.05123402550816536,
0.0788421705365181,
-0.11439777910709381,
-0.030458176508545876,
0.0463467575609684,
-0.006573994643986225,
0.02104194648563862,
-0.04190880432724953,
-0.042547792196273804,
0.06872370839118958,
-0.05219283699989319,
-0.04057746380567551,
-0.02144858054816723,
0.05119567736983299,
-0.0700717493891716,
-0.0646546334028244,
0.014129898510873318,
0.02195378765463829,
-0.07796474546194077,
0.01619517058134079,
-0.0503610298037529,
-0.05006788298487663,
0.07282448559999466,
-0.010502464137971401,
-0.05639774724841118,
0.003394468454644084,
0.08760576695203781,
-0.0742860734462738,
0.03727482259273529,
0.04832657054066658,
-0.06992202252149582,
0.06790206581354141,
-0.06481596827507019,
-0.029804011806845665,
0.08157636225223541,
0.06703631579875946,
-0.07251980155706406,
-0.05242380499839783,
0.042461197823286057,
0.03219161555171013,
0.008153573609888554,
0.0654960349202156,
-0.018287574872374535,
-0.010824454948306084,
0.02754945494234562,
-0.026217883452773094,
0.06603133678436279,
0.07475325465202332,
-0.029282396659255028,
0.02348490059375763,
-0.016421202570199966,
-0.07498395442962646,
-0.05737757310271263,
-0.0036191886756569147,
-0.014006095007061958,
-0.02766377478837967,
0.03145351633429527,
0.036344800144433975,
-0.0002596065460238606,
0.0468447245657444
] |
Structured Data
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
All client cases
Randstad
# Increasing sales effectiveness at Randstad by leveraging multiple data
sources
## Impact | scraping/output/-854568260067003203.txt | [
0.035798851400613785,
-0.014181362465023994,
-0.06876927614212036,
-0.049369994550943375,
0.04271658509969711,
-0.07395004481077194,
0.0818525105714798,
0.08206478506326675,
0.03499919921159744,
-0.04285456985235214,
0.014934679493308067,
0.024005653336644173,
0.05738089606165886,
-0.0333261601626873,
-0.04169144108891487,
0.04086178541183472,
0.010751998052001,
-0.05974600836634636,
-0.030255133286118507,
-0.05244731530547142,
0.013780656270682812,
0.018538352102041245,
-0.06967459619045258,
0.08111517876386642,
0.0751148983836174,
0.019435260444879532,
-0.03418426588177681,
-0.02520814910531044,
0.04845226928591728,
-0.024294914677739143,
-0.010300287976861,
-0.026599202305078506,
0.040728576481342316,
-0.07099346071481705,
0.015368079766631126,
0.01767241582274437,
-0.046969883143901825,
-0.04726415500044823,
0.05655817687511444,
-0.10429225862026215,
-0.026524577289819717,
0.0287896990776062,
0.017419179901480675,
0.04768729582428932,
0.018146803602576256,
0.06754621863365173,
-0.015602681785821915,
0.05756426975131035,
-0.004912735894322395,
-0.05162317305803299,
-0.0456790067255497,
0.048915255814790726,
0.03437591344118118,
0.06108015403151512,
0.06731967628002167,
-0.06574327498674393,
-0.07491084188222885,
-0.06577684730291367,
-0.034012503921985626,
0.013781310990452766,
0.04299227520823479,
-0.05701277405023575,
-0.005837705917656422,
0.039975401014089584,
0.10193777829408646,
0.0952705517411232,
0.0008970645722001791,
0.05412028729915619,
-0.09392548352479935,
-0.02701866813004017,
-0.050477296113967896,
0.0885717049241066,
0.02155795320868492,
-0.040559321641922,
-0.012633036822080612,
0.038156624883413315,
0.022060878574848175,
-0.07333243638277054,
0.031786754727363586,
-0.018834028393030167,
-0.06473889946937561,
-0.04315691441297531,
-0.054695259779691696,
0.004588515032082796,
-0.057048410177230835,
0.058315057307481766,
0.05810827761888504,
-0.06749140471220016,
0.07044684886932373,
-0.030055934563279152,
0.01814369484782219,
0.057106684893369675,
-0.0690336674451828,
-0.029036222025752068,
-0.0343923345208168,
-0.0913596823811531,
-0.05822618678212166,
0.044977057725191116,
0.051765549927949905,
-0.026121094822883606,
0.04754398390650749,
-0.06344078481197357,
0.07919809222221375,
-0.06767908483743668,
-0.02839687466621399,
0.06693290174007416,
0.017905447632074356,
-0.10941441357135773,
0.05532534420490265,
-0.0702478438615799,
-0.08732060343027115,
0.07474261522293091,
0.07157495617866516,
0.06403085589408875,
-0.06695584207773209,
0.006842302158474922,
0.0047873444855213165,
-0.06814170628786087,
0.030841346830129623,
-0.03150106966495514,
0.09290332347154617,
-0.06644728779792786,
-0.10919681191444397,
-0.0856330469250679,
-0.05353695899248123,
0.008456606417894363,
0.00841795839369297,
0.015825044363737106,
-0.0011825351975858212,
0.03939962014555931,
0.029606208205223083,
0.022614717483520508,
0.01920561119914055,
0.04829297587275505,
0.0630386546254158,
0.0918794497847557,
-0.07066463679075241,
0.011582667008042336,
-0.04732441529631615,
-0.050974149256944656,
-0.0494505800306797,
0.06739187985658646,
-0.016115350648760796,
0.016733992844820023,
0.050643190741539,
0.05601494386792183,
0.1001177504658699,
-0.061817727982997894,
0.0797300711274147,
0.0017227623611688614,
0.07781809568405151,
-0.03535093367099762,
0.0702413022518158,
0.044637151062488556,
0.04464951902627945,
-0.05259735882282257,
-0.06277260184288025,
-0.036312080919742584,
0.04206671565771103,
0.06418009102344513,
-0.05860530212521553,
-0.04159025475382805,
-0.031118981540203094,
-0.01333817932754755,
-0.0600067600607872,
-0.004280008841305971,
0.04917725548148155,
0.06705646961927414,
-0.07035191357135773,
-0.09878391027450562,
-0.06696560978889465,
0.03162342309951782,
-0.08172735571861267,
0.07256633043289185,
-0.04727417975664139,
0.048355232924222946,
-0.06649412214756012,
0.034772198647260666,
0.0550495870411396,
0.06370209902524948,
-0.07955732941627502,
-0.03318245708942413,
-0.08616359531879425,
-0.07115257531404495,
-0.08462784439325333,
-0.07388642430305481,
-0.03238534554839134,
0.04554606229066849,
0.05301272124052048,
-0.01939023844897747,
0.028669416904449463,
0.03462798520922661,
-0.040492668747901917,
-0.08762768656015396,
-0.07223961502313614,
0.03599987551569939,
0.003510303795337677,
0.054700613021850586,
0.050248950719833374,
0.07702597975730896,
0.022810732945799828,
-0.01789908856153488,
0.038168665021657944,
0.02117328532040119,
0.05203021690249443,
-0.009397988207638264,
-0.04394644871354103,
0.07135218381881714,
-0.04436091333627701,
0.037301648408174515,
0.023917708545923233,
-0.046000413596630096,
-0.04658874496817589,
0.02772693522274494,
-0.011183691211044788,
-0.026488684117794037,
0.010973421856760979,
0.08329388499259949,
-0.051914770156145096,
0.041119590401649475,
0.024066299200057983,
-0.018958812579512596,
0.04594900831580162,
-0.06067794933915138,
0.006881976965814829,
0.021802620962262154,
0.05766544118523598,
-0.06523223221302032,
-0.039212603121995926,
0.028571031987667084,
-0.049966711550951004,
-0.029611976817250252,
-0.04862665385007858,
-0.05577021837234497,
-0.048554375767707825,
-0.03281337022781372,
-0.025396697223186493,
0.04872101545333862,
0.062090128660202026,
-0.060552459210157394,
-0.06541791558265686,
-0.03446526452898979,
0.053570568561553955,
-0.03788638114929199,
0.045547597110271454,
-0.05123361572623253,
-0.020815733820199966,
0.02085130661725998,
-0.00906585156917572,
0.0294101070612669,
0.032041434198617935,
-0.027677319943904877,
-0.025744372978806496,
-0.052790120244026184,
-0.05550633743405342,
0.03721084073185921,
0.07259617000818253,
0.09927184879779816,
-0.07219134271144867,
0.06333107501268387,
0.02283729985356331,
-0.04043719545006752,
0.08729080110788345,
0.04348709061741829,
0.02012115903198719,
0.002764821285381913,
-0.01921730302274227,
-0.05895661935210228,
-0.06757368892431259,
-0.0561906062066555,
-0.03634525090456009,
0.04258923605084419,
0.023306986317038536,
-0.0060334415175020695,
-0.06840243935585022,
-0.02681167982518673,
0.009335863403975964,
0.06265457719564438,
-0.012544451281428337,
-0.03828543424606323,
0.08268842846155167,
0.010183113627135754,
0.026585014536976814,
0.05510421842336655,
0.029156720265746117,
-0.03263942524790764,
-0.014103892259299755,
0.05732165649533272,
-0.0394589863717556,
-0.08208689838647842,
-0.06411479413509369,
-0.05670095607638359,
0.030598189681768417,
-0.017143040895462036,
0.099451944231987,
0.027493173256516457,
0.007766405586153269,
0.04399045556783676,
-0.04948330670595169,
0.04010874032974243,
-0.030005227774381638,
-0.014083093963563442,
0.038841307163238525,
0.08494535833597183,
-0.046207793056964874,
0.020042143762111664,
-0.0059136999770998955,
0.018733948469161987,
0.04856842756271362,
0.042368099093437195,
0.049494918435811996,
0.04676201194524765,
-0.025593295693397522,
-0.002916538855060935,
0.039931654930114746,
0.07697360217571259,
-0.007485238369554281,
0.031498197466135025,
-0.10458900034427643,
-0.04686933383345604,
-0.02918149158358574,
-0.0526566207408905,
-0.003322137054055929,
-0.05737437307834625,
0.04853487387299538,
0.09282717853784561,
-0.05539797618985176,
-0.046232447028160095,
0.02638213522732258,
0.00912579894065857,
0.016458669677376747,
-0.045313917100429535,
-0.030214948579669,
0.053910017013549805,
-0.08686070889234543,
-0.025361860170960426,
-0.02372545562684536,
0.05882028862833977,
-0.09169629961252213,
-0.04977067932486534,
0.05046097934246063,
0.04579596966505051,
-0.07541992515325546,
0.042708322405815125,
-0.029154794290661812,
-0.030960582196712494,
0.09346091747283936,
-0.010642721317708492,
-0.056117620319128036,
0.012381295673549175,
0.0742269903421402,
-0.056633032858371735,
0.018429584801197052,
0.039388880133628845,
-0.03819198161363602,
0.05042978748679161,
-0.062211185693740845,
-0.02742632105946541,
0.06265682727098465,
0.07052808254957199,
-0.06273654848337173,
-0.06663873046636581,
0.03703870624303818,
0.019330613315105438,
0.026607705280184746,
0.03775036707520485,
-0.02020886167883873,
0.007165850605815649,
0.02466980554163456,
-0.019267583265900612,
0.05861343443393707,
0.08286944776773453,
-0.021558936685323715,
0.005708599928766489,
-0.016050972044467926,
-0.03547743707895279,
-0.05374928563833237,
0.013793736696243286,
-0.018082398921251297,
-0.040088482201099396,
0.0360863022506237,
0.061650775372982025,
0.030531715601682663,
0.04512592405080795
] |
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
All client cases
Randstad
# Increasing sales effectiveness at Randstad by leveraging multiple data
sources
## Impact
The sales effectiveness tool is currently actively used by around 10.000 sales
consultants spread over 6 countries. The hit rate has increased from the
historical 25% to 70%, meaning that today the sales consultants using the tool
are spending 70% of their time with the right clients - clients who have
actual and feasible potential for Randstad.
## Intro to the customer
As one of the leading multinational human resource consulting firms, Randstad
has 39,530 employees spread over 38 countries. | scraping/output/-854568260067003203.txt | [
0.045292507857084274,
-0.0283825546503067,
-0.07559149712324142,
-0.040158554911613464,
0.025596417486667633,
-0.05173656716942787,
0.042544908821582794,
0.05103949457406998,
0.059655655175447464,
-0.055288515985012054,
0.012905113399028778,
0.02815282717347145,
0.059588734060525894,
-0.08914871513843536,
-0.030778441578149796,
0.05073215067386627,
0.043015144765377045,
-0.06953764706850052,
-0.02643050253391266,
-0.05888303741812706,
-0.00020554798538796604,
0.008713615126907825,
-0.07387355715036392,
0.07395926862955093,
0.03932537883520126,
-0.003530654590576887,
-0.022092696279287338,
0.0031170505098998547,
0.0320214182138443,
-0.050275545567274094,
-0.015650393441319466,
-0.01173869427293539,
0.032636843621730804,
-0.09834054857492447,
0.006050297524780035,
0.012486167252063751,
-0.04089032858610153,
-0.0411946065723896,
0.05482533574104309,
-0.09869107604026794,
-0.026847070083022118,
0.021606670692563057,
0.016222242265939713,
0.028067367151379585,
0.015625711530447006,
0.06360656768083572,
0.009935078211128712,
0.05232143774628639,
-0.05513095110654831,
-0.02511221542954445,
-0.021869949996471405,
0.03111879900097847,
0.06278956681489944,
0.04601939767599106,
0.0656990185379982,
-0.06987136602401733,
-0.04302124306559563,
-0.06853426992893219,
-0.04721958562731743,
0.020619580522179604,
0.045739442110061646,
-0.04787668213248253,
0.026643535122275352,
0.0758046805858612,
0.0783407911658287,
0.0630103051662445,
0.021857397630810738,
0.05421575903892517,
-0.10077530145645142,
-0.0234970860183239,
-0.06539225578308105,
0.08229321986436844,
0.005252554547041655,
-0.022200768813490868,
0.031083447858691216,
0.03000200353562832,
0.03838534280657768,
-0.04440869763493538,
0.017678121104836464,
-0.027739373967051506,
-0.109463170170784,
-0.06002162769436836,
-0.06457473337650299,
-0.024277346208691597,
-0.042492616921663284,
0.08356741815805435,
0.06258843839168549,
-0.05018272250890732,
0.06418567895889282,
-0.017261134460568428,
0.06508686393499374,
0.015925558283925056,
-0.04399668052792549,
-0.02239600196480751,
-0.05674169212579727,
-0.09820911288261414,
-0.05038073658943176,
0.005710818339139223,
0.04115236923098564,
-0.056184522807598114,
0.023077527061104774,
-0.06861051172018051,
0.08731880784034729,
-0.0411732941865921,
-0.013364438898861408,
0.06416529417037964,
0.03536069765686989,
-0.08898987621068954,
0.05036991834640503,
-0.03388991206884384,
-0.07075650244951248,
0.07381267845630646,
0.058720048516988754,
0.02985125035047531,
-0.03864358365535736,
0.0014944906579330564,
0.015845054760575294,
-0.08107868582010269,
0.03664843365550041,
-0.003989905118942261,
0.07889378070831299,
-0.06029600650072098,
-0.05765490606427193,
-0.09325619786977768,
-0.03865018114447594,
-0.008372330106794834,
-0.009686574339866638,
0.033420998603105545,
0.04732057452201843,
0.017606431618332863,
0.038181502372026443,
0.04656779021024704,
0.02679121308028698,
0.00949038751423359,
0.037843670696020126,
0.07018820196390152,
-0.026163844391703606,
-0.0170297808945179,
-0.06094990670681,
-0.07690498232841492,
-0.049703020602464676,
0.09205273538827896,
-0.011544891633093357,
0.043041083961725235,
0.0863945260643959,
0.09259400516748428,
0.11453878879547119,
-0.08067310601472855,
0.06989078223705292,
-0.010506903752684593,
0.07900732010602951,
-0.01953241415321827,
0.03410916030406952,
0.04264251887798309,
0.06064262613654137,
-0.06671447306871414,
-0.0722702220082283,
-0.04232853278517723,
0.03641945496201515,
0.06222309172153473,
-0.05101407691836357,
-0.06026652082800865,
-0.036036163568496704,
-0.004506600089371204,
-0.032762087881565094,
-0.02173936367034912,
0.039659686386585236,
0.06781834363937378,
-0.0855017751455307,
-0.0502324178814888,
-0.0356348492205143,
0.042418479919433594,
-0.08772525936365128,
0.05228476598858833,
-0.05017406865954399,
0.07812392711639404,
-0.03446633741259575,
0.043259941041469574,
0.05506657436490059,
0.060369011014699936,
-0.07639937847852707,
-0.024907613173127174,
-0.08264525979757309,
-0.06201822683215141,
-0.09886306524276733,
-0.07114998251199722,
-0.0630408376455307,
0.07474596798419952,
0.02261272445321083,
-0.004434827249497175,
0.03250166401267052,
0.0030388119630515575,
-0.051742564886808395,
-0.07895109802484512,
-0.024689512327313423,
-0.004809733480215073,
-0.04523228108882904,
0.02241671457886696,
0.05256602168083191,
0.11099868267774582,
0.023358937352895737,
-0.04694889858365059,
0.08970741927623749,
0.044522132724523544,
0.004516242071986198,
-0.014436278492212296,
-0.02654934674501419,
0.03800313547253609,
-0.024124842137098312,
0.03621561452746391,
0.02407251112163067,
-0.07226090133190155,
-0.036056648939847946,
0.013035447336733341,
0.016198866069316864,
-0.06864684820175171,
-0.002961652586236596,
0.07852669805288315,
-0.021126290783286095,
0.02664899080991745,
0.03510585054755211,
0.036619752645492554,
0.05544382333755493,
-0.06279727071523666,
-0.02597424015402794,
0.009531309828162193,
0.07259227335453033,
-0.06385182589292526,
-0.04141227900981903,
0.07238368690013885,
-0.061876483261585236,
-0.023569652810692787,
-0.04863946512341499,
-0.010843117721378803,
-0.0714891105890274,
-0.05545346811413765,
-0.002383733866736293,
0.049693748354911804,
0.03566042706370354,
-0.03417902812361717,
-0.051263172179460526,
-0.058064624667167664,
0.021488819271326065,
-0.06768099963665009,
0.035141121596097946,
-0.0664348229765892,
-0.025288159027695656,
0.024132240563631058,
-0.022898882627487183,
0.0520176887512207,
0.02483399212360382,
-0.06013567000627518,
-0.03590444102883339,
-0.01164680439978838,
-0.06516428291797638,
0.018284646794199944,
0.0840473473072052,
0.049310050904750824,
-0.08454295247793198,
0.039755966514348984,
0.023961422964930534,
-0.03178902715444565,
0.07959409058094025,
0.01716834306716919,
0.005280009936541319,
-0.029649151489138603,
-0.034271229058504105,
-0.02523055672645569,
-0.07341810315847397,
-0.020503856241703033,
-0.06340288370847702,
0.022656969726085663,
0.0317462719976902,
-0.02249056287109852,
-0.04062527418136597,
-0.004563022870570421,
-0.008579901419579983,
0.023823777213692665,
0.006260456517338753,
0.0021899433340877295,
0.0794527679681778,
0.0005684694624505937,
0.01974082924425602,
0.07371020317077637,
0.07066339254379272,
-0.015366511419415474,
-0.015398560091853142,
0.07908021658658981,
-0.029933251440525055,
-0.034749843180179596,
-0.04591253027319908,
-0.04590459167957306,
0.027402011677622795,
0.022608816623687744,
0.07498587667942047,
0.026736263185739517,
0.00148415204603225,
0.08400408923625946,
-0.029893532395362854,
0.02732778713107109,
-0.06620298326015472,
-0.01195091288536787,
0.033316873013973236,
0.06553033739328384,
-0.03575226664543152,
0.07646645605564117,
-0.02285381779074669,
0.04245753213763237,
0.036436837166547775,
0.06550777703523636,
0.039226382970809937,
0.04867440462112427,
-0.0021011342760175467,
-0.02519415132701397,
0.06298363208770752,
0.06054864451289177,
-0.01018165610730648,
0.014872272498905659,
-0.03142672777175903,
-0.03216453641653061,
-0.055658359080553055,
-0.09143944829702377,
-0.03892235457897186,
-0.07452318072319031,
0.05060693249106407,
0.08522642403841019,
-0.06793846189975739,
-0.04598464071750641,
-0.0032923780381679535,
-0.0016568461433053017,
0.05727628991007805,
-0.05264344811439514,
-0.06744584441184998,
0.057762157171964645,
-0.06656166166067123,
-0.032312411814928055,
-0.020253799855709076,
0.07127966731786728,
-0.06433767080307007,
-0.036354754120111465,
0.050631776452064514,
0.014869526028633118,
-0.06981433182954788,
0.03129570931196213,
-0.03877764567732811,
-0.047350525856018066,
0.09136196970939636,
-0.00220859469845891,
-0.06298777461051941,
0.03248972445726395,
0.07831879705190659,
-0.07184414565563202,
0.01963566243648529,
0.0388391874730587,
-0.04883674532175064,
0.041989684104919434,
-0.09510941058397293,
-0.026632782071828842,
0.0420500785112381,
0.047497835010290146,
-0.042765263468027115,
-0.08599676191806793,
0.026270637288689613,
0.04248600825667381,
0.07566551864147186,
0.03212664648890495,
0.011714535765349865,
0.00832477118819952,
0.005946203600615263,
-0.03858928009867668,
0.07221332937479019,
0.07362760603427887,
-0.014971572905778885,
0.0227894838899374,
0.023572808131575584,
-0.06545143574476242,
-0.10409309715032578,
0.019774828106164932,
-0.005337676033377647,
-0.03083631582558155,
0.0486958846449852,
0.08470108360052109,
0.05857473611831665,
0.043241921812295914
] |
## Intro to the customer
As one of the leading multinational human resource consulting firms, Randstad
has 39,530 employees spread over 38 countries.
Making sure that these people focus their time on contacting companies who
have real potential for Randstad, and enabling them to build conversations
based on accurate and relevant information has a direct impact on the success
of Randstad in serving its clients and hence realizing its own core ambition.
## Challenge
While Randstad already had the data and insights in the ‘right companies’,
with attractive commercial potential, this knowledge was not yet used
optimally to steer the activities of the sales organisation on a day-to-day
basis.
It therefore embarked on a mission to create an AI enabled solution that
allows a better and continuous use of data by proposing concrete, actionable
tasks to sales consultants through an intuitive end-user application.
| scraping/output/-854568260067003203.txt | [
0.045505184680223465,
-0.031453486531972885,
-0.07030409574508667,
-0.03179820626974106,
0.07077129185199738,
-0.04432389512658119,
0.05531573295593262,
0.06985066831111908,
0.05744253844022751,
-0.04129403084516525,
0.03143489360809326,
0.03276624158024788,
0.06987681239843369,
-0.053130798041820526,
-0.03571265563368797,
0.0545319989323616,
0.036282092332839966,
-0.03558330610394478,
-0.06056158244609833,
-0.05936393514275551,
0.020594919100403786,
0.01061624102294445,
-0.04713176190853119,
0.04992768168449402,
0.05929594486951828,
0.03196410834789276,
-0.03946933522820473,
0.04520943760871887,
0.02878638170659542,
-0.09944700449705124,
-0.06065480038523674,
-0.004212005063891411,
0.059076692909002304,
-0.09455200284719467,
-0.005424533039331436,
0.029437996447086334,
-0.0704352855682373,
-0.03366211801767349,
0.0482340082526207,
-0.11762574315071106,
-0.06045357510447502,
0.04199064522981644,
-0.005282877013087273,
0.04189351946115494,
0.015634208917617798,
0.06662140786647797,
0.02491801790893078,
0.0639103502035141,
-0.05395923927426338,
-0.026493549346923828,
-0.07539277523756027,
0.02597738616168499,
0.033270686864852905,
0.031350281089544296,
0.04525134339928627,
-0.05761833116412163,
-0.034967854619026184,
-0.07684124261140823,
-0.04390857741236687,
0.02291700802743435,
0.06034084036946297,
-0.08116727322340012,
0.05150837078690529,
0.05128588154911995,
0.07208612561225891,
0.052311692386865616,
0.01895977184176445,
0.05177024006843567,
-0.10176630318164825,
-0.032026831060647964,
-0.07272537797689438,
0.06055474281311035,
-0.009762512519955635,
-0.02851993404328823,
-0.0010183771373704076,
0.03668961673974991,
0.0403306744992733,
-0.03423584997653961,
0.0315685048699379,
-0.004490450955927372,
-0.08572331815958023,
-0.04823482409119606,
-0.02059047296643257,
-0.025617064908146858,
-0.052727919071912766,
0.06510066986083984,
0.04978172481060028,
-0.0309206023812294,
0.045287538319826126,
-0.0020250079687684774,
0.04394282028079033,
0.022157419472932816,
-0.031077075749635696,
-0.013548986986279488,
-0.04646666720509529,
-0.07319200783967972,
-0.05942438170313835,
0.02989933267235756,
0.06661001592874527,
-0.038348954170942307,
0.05621147155761719,
-0.053316615521907806,
0.09009990841150284,
-0.05817019194364548,
-0.025840777903795242,
0.04063531011343002,
0.005433544982224703,
-0.0608808770775795,
0.030660072341561317,
-0.054963208734989166,
-0.09154786914587021,
0.059620313346385956,
0.07906310260295868,
0.05336727946996689,
-0.02489412948489189,
-0.024015724658966064,
0.01958463154733181,
-0.08901406079530716,
0.02214566431939602,
-0.023905882611870766,
0.07425934821367264,
-0.06164054945111275,
-0.0811777338385582,
-0.07020164281129837,
-0.07507849484682083,
-0.015999844297766685,
-0.010567833669483662,
0.050871893763542175,
0.03634597733616829,
-0.0012804956641048193,
0.051790665835142136,
0.03730868920683861,
0.035392675548791885,
0.03291795030236244,
0.060033075511455536,
0.08461103588342667,
-0.018238481134176254,
-0.020163070410490036,
-0.020422888919711113,
-0.060660671442747116,
-0.053259819746017456,
0.0775882750749588,
0.0037008982617408037,
0.04288605600595474,
0.09526866674423218,
0.09040994942188263,
0.12880650162696838,
-0.0921689122915268,
0.06822621822357178,
-0.005627158563584089,
0.07810378819704056,
-0.013388780876994133,
0.049689337611198425,
0.024637626484036446,
0.06474041938781738,
-0.05930032208561897,
-0.040449775755405426,
-0.03329603374004364,
0.02552432380616665,
0.05686017498373985,
-0.03567920997738838,
-0.04359014704823494,
-0.0495271198451519,
-0.0031523227225989103,
-0.03836224973201752,
-0.01879267953336239,
0.02684100903570652,
0.05109319090843201,
-0.04990370199084282,
-0.06065709888935089,
-0.05965922400355339,
0.060331765562295914,
-0.08301491290330887,
0.057006556540727615,
-0.029727254062891006,
0.03493070974946022,
-0.011270459741353989,
0.058506354689598083,
0.05565229058265686,
0.046284619718790054,
-0.09155282378196716,
-0.03709396347403526,
-0.09058082103729248,
-0.0668305829167366,
-0.09425263851881027,
-0.0634804368019104,
-0.06136668100953102,
0.06247713044285774,
0.062081530690193176,
-0.037639230489730835,
0.041132520884275436,
0.01884584128856659,
-0.0608883872628212,
-0.08758525550365448,
-0.050989989191293716,
0.03005010448396206,
-0.06443717330694199,
0.02829110436141491,
0.04054085165262222,
0.0811859667301178,
-0.007493656128644943,
-0.028843360021710396,
0.07650217413902283,
0.021682806313037872,
0.014471988193690777,
-0.01987491361796856,
-0.022840920835733414,
0.05610594153404236,
-0.0287307258695364,
0.038333598524332047,
0.014163419604301453,
-0.053003549575805664,
-0.037231460213661194,
0.051538076251745224,
-0.016935251653194427,
-0.047395721077919006,
0.01986715756356716,
0.05715838074684143,
-0.02617792598903179,
0.014676615595817566,
0.03377734124660492,
0.021824639290571213,
0.018917663022875786,
-0.06304420530796051,
-0.0069594536907970905,
-0.009273760952055454,
0.07060210406780243,
-0.08838379383087158,
-0.0409703366458416,
0.04067213833332062,
-0.0693371444940567,
0.0024040043354034424,
-0.04266234114766121,
-0.047707099467515945,
-0.0426994152367115,
-0.048999395221471786,
-0.00917730387300253,
0.05772287771105766,
0.031523726880550385,
-0.07488973438739777,
-0.08420931547880173,
-0.03044823557138443,
0.02803852967917919,
-0.06351730972528458,
0.04955656826496124,
-0.029574044048786163,
-0.055097393691539764,
0.03840591758489609,
-0.011215301230549812,
0.03807470574975014,
0.0035636445973068476,
-0.08564861863851547,
-0.04904371500015259,
-0.026132773607969284,
-0.03658384457230568,
0.025659672915935516,
0.03999333456158638,
0.06850673258304596,
-0.08167219907045364,
0.020839478820562363,
0.04516944661736488,
-0.053137972950935364,
0.07902351766824722,
0.01195007748901844,
0.0033655327279120684,
0.003156245220452547,
-0.0002231593825854361,
-0.01764506660401821,
-0.05747941508889198,
-0.026607992127537727,
-0.04781268537044525,
0.01301420945674181,
0.057986218482255936,
-0.030863868072628975,
-0.0706494078040123,
-0.03253808990120888,
0.012083939276635647,
0.06570909172296524,
-0.041969262063503265,
-0.01864810660481453,
0.08542927354574203,
-0.004887896124273539,
0.038398176431655884,
0.09056439995765686,
0.04408172890543938,
-0.031004082411527634,
-0.0073586986400187016,
0.05768804997205734,
-0.03797134757041931,
-0.04890003055334091,
-0.022834589704871178,
-0.04999801516532898,
0.05367216840386391,
0.027253014966845512,
0.07759406417608261,
0.0074431016109883785,
0.036193106323480606,
0.04017962887883186,
-0.028699040412902832,
0.02364453673362732,
-0.039728209376335144,
0.001038888469338417,
0.050709567964076996,
0.08697729557752609,
-0.06553567945957184,
0.06784036010503769,
-0.008055373094975948,
0.03278558701276779,
0.03708375245332718,
0.05138644576072693,
0.02716812677681446,
0.03819846734404564,
-0.006942181382328272,
-0.03139441832900047,
0.06648610532283783,
0.06662898510694504,
-0.032645516097545624,
-0.01966325379908085,
-0.06754505634307861,
-0.037241410464048386,
-0.04438271373510361,
-0.09643678367137909,
-0.028886856511235237,
-0.06980285048484802,
0.035357873886823654,
0.09932909160852432,
-0.053224798291921616,
-0.01867068000137806,
-0.017689848318696022,
0.02024994045495987,
0.0617171972990036,
-0.047866977751255035,
-0.06823781877756119,
0.011268760077655315,
-0.07936448603868484,
-0.014112726785242558,
0.00871988944709301,
0.06609740853309631,
-0.07324963063001633,
-0.08209536224603653,
0.060048218816518784,
-0.005446705501526594,
-0.08020826429128647,
0.018568960949778557,
-0.030530808493494987,
-0.003031139960512519,
0.05186992883682251,
-0.042622160166502,
-0.06052078679203987,
0.010116808116436005,
0.06625756621360779,
-0.06609376519918442,
0.03491691127419472,
0.05875454470515251,
-0.041256681084632874,
0.06554239243268967,
-0.07735172659158707,
-0.019800642505288124,
0.037724100053310394,
0.05999603867530823,
-0.050499871373176575,
-0.05643486604094505,
0.04304938763380051,
0.031784579157829285,
0.06332956999540329,
0.036786630749702454,
0.006285971496254206,
0.019907495006918907,
0.03715040534734726,
-0.03530073165893555,
0.061079010367393494,
0.09199543297290802,
-0.0001505179243395105,
-0.010248529724776745,
0.004403190221637487,
-0.06198712810873985,
-0.09480004012584686,
0.02869333326816559,
0.009503114968538284,
-0.03001106157898903,
0.06739822775125504,
0.10268839448690414,
0.05220368504524231,
0.0431365929543972
] |
"Partnering with ML6 has allowed Randstad to embark on this AI journey in a
collaborative and co-creation way-of-working; ML6 facilitated the creation and
upskilling of the Randstad technical team and hence setting them up for the
future."
Global VP, Digital Strategy & Innovation
By
Randstad
## Solution
ML6, as AI specialist partner, is driving the setup and training of the data
intelligence components of the solution, as well as the implementation of the
AI ML Ops architecture to ensure that the solution can easily be scaled across
teams and countries, and retraining in a continuous, automated way. | scraping/output/-854568260067003203.txt | [
0.03461727499961853,
0.00574297271668911,
-0.08704377710819244,
-0.014687585644423962,
0.07550156116485596,
-0.05047637224197388,
0.042234424501657486,
0.029530711472034454,
0.052112873643636703,
0.0033973262179642916,
0.01586061343550682,
-0.0029457660857588053,
0.044570885598659515,
-0.029429329559206963,
-0.03182406350970268,
0.1103762611746788,
0.07257939875125885,
-0.03580085188150406,
-0.06736649572849274,
-0.08613231033086777,
0.01935112103819847,
-0.02781582809984684,
-0.057781659066677094,
0.02923455648124218,
0.07222903519868851,
0.05073283240199089,
-0.0529526025056839,
-0.0640907809138298,
0.049770209938287735,
-0.06308344751596451,
0.021766923367977142,
-0.010757096111774445,
0.04135321453213692,
-0.054372429847717285,
0.022832149639725685,
0.005949732381850481,
-0.04960421845316887,
-0.04519176855683327,
0.053211428225040436,
-0.10064345598220825,
-0.000862621353007853,
0.02823365479707718,
0.02977796643972397,
-0.01807398907840252,
0.025926293805241585,
0.05364803224802017,
-0.018285688012838364,
0.06518787890672684,
-0.029716815799474716,
-0.030107708647847176,
-0.04807686433196068,
0.05590907484292984,
0.056139543652534485,
0.05832904577255249,
0.024694262072443962,
-0.05107301473617554,
-0.07038871198892593,
-0.057359036058187485,
-0.03406088799238205,
-0.0014250356471166015,
0.0486912801861763,
-0.02761925384402275,
-0.003108351258561015,
0.05495036393404007,
0.07437749207019806,
0.04686162993311882,
-0.02540416084229946,
0.06258586794137955,
-0.10819362103939056,
-0.067420594394207,
-0.03499028459191322,
0.051175475120544434,
-0.03121020831167698,
-0.057433415204286575,
0.03622572124004364,
0.06372662633657455,
0.03460555896162987,
-0.0319591760635376,
0.03562312573194504,
0.004384918138384819,
-0.08845044672489166,
-0.03396078199148178,
-0.016339456662535667,
0.04625019431114197,
-0.08864743262529373,
0.0600593201816082,
0.08381754159927368,
-0.059625983238220215,
0.08965840935707092,
-0.016951382160186768,
0.08277200162410736,
-0.007050573825836182,
-0.08042045682668686,
-0.03586561232805252,
-0.09008435904979706,
-0.07135626673698425,
-0.05574513226747513,
0.08087995648384094,
0.05828505754470825,
-0.04512493312358856,
0.037390369921922684,
-0.05294555053114891,
0.08010587096214294,
-0.05293301120400429,
-0.03703721985220909,
0.0387909933924675,
-0.009816096164286137,
-0.10106956958770752,
-0.027293669059872627,
-0.07053349912166595,
-0.04728507995605469,
0.08364957571029663,
0.051962707191705704,
0.02172740548849106,
-0.09634347259998322,
-0.009401367045938969,
0.004146710503846407,
-0.07971490919589996,
0.06605009734630585,
-0.0069592841900885105,
0.07672087848186493,
-0.08073883503675461,
-0.06328747421503067,
-0.08855241537094116,
-0.08285513520240784,
-0.05941757559776306,
0.005131399724632502,
0.05482039228081703,
0.08645220845937729,
0.02258303202688694,
0.03221670538187027,
0.020322361961007118,
0.023506855592131615,
0.004798542708158493,
0.06080271303653717,
0.09314069896936417,
-0.05692831426858902,
0.029440946877002716,
-0.048297688364982605,
-0.030141863971948624,
-0.05617040768265724,
0.09880232810974121,
-0.021334215998649597,
0.01800963282585144,
0.05759342759847641,
0.03926388919353485,
0.09507738798856735,
-0.08087417483329773,
0.0914093628525734,
-0.048783741891384125,
0.08986522257328033,
-0.00272835954092443,
0.08311052620410919,
0.047700803726911545,
0.07611096650362015,
-0.06770442426204681,
-0.07706516981124878,
-0.027052901685237885,
0.03474481403827667,
0.04331538453698158,
-0.07950993627309799,
-0.04639501869678497,
-0.056874051690101624,
-0.03031936101615429,
-0.04499565437436104,
-0.03047950193285942,
0.04525433108210564,
0.05750621110200882,
-0.029979845508933067,
-0.03144597262144089,
-0.049087997525930405,
0.026801586151123047,
-0.04197212681174278,
0.06405489891767502,
-0.02601614221930504,
0.056454140692949295,
-0.01857781782746315,
0.032894670963287354,
0.06684355437755585,
0.07054425776004791,
-0.06561096757650375,
-0.019285187125205994,
-0.06593812257051468,
-0.04928291216492653,
-0.10758375376462936,
-0.02668195776641369,
-0.04556446149945259,
0.02414080873131752,
-0.025650309398770332,
-0.027921520173549652,
0.023211395367980003,
0.05050290375947952,
-0.06210118159651756,
-0.08844000846147537,
-0.040381014347076416,
0.042843956500291824,
-0.06309309601783752,
0.052711181342601776,
0.056163158267736435,
0.07691089808940887,
0.0456080324947834,
-0.05242081731557846,
0.02511133812367916,
0.01713513396680355,
0.023363878950476646,
-0.00044024261296726763,
-0.023043600842356682,
0.048341795802116394,
-0.015009332448244095,
0.017227789387106895,
0.058194901794195175,
-0.05540524050593376,
-0.035680804401636124,
0.010116848163306713,
-0.01580704003572464,
-0.02843925543129444,
-0.005706863943487406,
0.07404258847236633,
-0.040702786296606064,
0.011976661160588264,
0.06519639492034912,
0.0023499983362853527,
0.04408858343958855,
-0.051211073994636536,
-0.039107948541641235,
0.048258982598781586,
0.12035300582647324,
-0.03624698519706726,
-0.05703948065638542,
0.0506364181637764,
-0.03467794135212898,
-0.009391995146870613,
-0.0446680448949337,
-0.06229192018508911,
-0.03628021851181984,
-0.049486301839351654,
-0.02110292762517929,
0.04364416003227234,
0.052275530993938446,
-0.06425103545188904,
-0.048522718250751495,
-0.03921888396143913,
0.029426589608192444,
-0.031122330576181412,
0.06447570770978928,
-0.024198336526751518,
-0.047393858432769775,
0.035509608685970306,
-0.022453375160694122,
0.026649249717593193,
0.013854109682142735,
-0.03447670489549637,
0.0001740281149977818,
-0.051054880023002625,
-0.05246083810925484,
0.055821921676397324,
0.05188005790114403,
0.06510384380817413,
-0.07804213464260101,
0.03102470189332962,
-0.009397762827575207,
-0.04890306293964386,
0.049679141491651535,
0.047069139778614044,
-0.016135254874825478,
-0.03604310750961304,
-0.029202746227383614,
-0.033147163689136505,
-0.0735815018415451,
-0.015936151146888733,
-0.07385984063148499,
0.04666965827345848,
0.050006203353405,
-0.060690633952617645,
0.0021061121951788664,
-0.05791565030813217,
0.009966389276087284,
0.028265587985515594,
-0.036039065569639206,
-0.010187298059463501,
0.06608565896749496,
0.006476427894085646,
0.04198003560304642,
0.07575126737356186,
0.04901745542883873,
0.0024138072039932013,
-0.012824483215808868,
0.090101458132267,
-0.029655832797288895,
-0.05893780663609505,
-0.053838152438402176,
-0.03619742766022682,
0.023224107921123505,
-0.002558800857514143,
0.07370878010988235,
0.015040813013911247,
-0.008311537094414234,
0.04990889132022858,
-0.02811412699520588,
0.06737204641103745,
-0.05231838300824165,
-0.014112972654402256,
0.04291360080242157,
0.05519252270460129,
-0.09418734163045883,
0.03362910449504852,
-0.003737880615517497,
0.07143910229206085,
0.0589757040143013,
0.05896862596273422,
0.02058960497379303,
0.05685069411993027,
-0.057095274329185486,
-0.0010841250186786056,
0.057587407529354095,
0.08873654156923294,
0.0370255708694458,
-0.0006406425964087248,
-0.06020093336701393,
-0.028629612177610397,
-0.009657522663474083,
-0.06419140100479126,
-0.052888307720422745,
-0.043282393366098404,
0.056212302297353745,
0.04674113541841507,
-0.0494748055934906,
-0.03617771714925766,
0.03216983750462532,
-0.005254397168755531,
0.010981706902384758,
-0.039630770683288574,
-0.06250855326652527,
0.033817898482084274,
-0.06442021578550339,
-0.021567881107330322,
-0.00037375191459432244,
0.07027586549520493,
-0.061815470457077026,
-0.05511219799518585,
0.02743208222091198,
-0.004271369893103838,
-0.07226870954036713,
-0.0005726614617742598,
-0.009698488749563694,
-0.03611662611365318,
0.05848177149891853,
-0.008832751773297787,
-0.01648750901222229,
0.007355749607086182,
0.08366265147924423,
-0.07997498661279678,
-0.018370937556028366,
0.059547945857048035,
-0.03483220934867859,
0.07038310915231705,
-0.09515894949436188,
-0.01728604920208454,
0.06816642731428146,
0.050872888416051865,
-0.06462515145540237,
-0.0536884069442749,
0.02621098980307579,
0.00935450755059719,
0.0568399578332901,
0.00035616816603578627,
0.03665347024798393,
0.018488164991140366,
0.006797814276069403,
0.009279674850404263,
0.040135957300662994,
0.0907672792673111,
-0.03433464467525482,
-0.037138283252716064,
0.013581318780779839,
-0.057818423956632614,
-0.06117592379450798,
0.014398116618394852,
-0.004797523375600576,
-0.04907630383968353,
0.010454423725605011,
0.0571911484003067,
0.08536449074745178,
0.056608498096466064
] |
This 'sales effectiveness tool’ consists of four different solution
components. Core is the scoring system that assesses the potential of an
individual company for Randstad, as well as how easy or difficult it will be
to get to that potential. This company segmentation in an attractiveness
quadrant is done based on company profile data, but also leveraging market
data to predict job needs for the next 12 weeks and to spot company buying
signals for Randstad services.
| scraping/output/-854568260067003203.txt | [
0.05181173235177994,
-0.05330023914575577,
-0.03885124251246452,
-0.06143643334507942,
0.04374535381793976,
-0.029074691236019135,
0.08169092983007431,
0.043682992458343506,
0.09314532577991486,
-0.015088990330696106,
0.04072551056742668,
0.014573526568710804,
0.07443185895681381,
-0.049377258867025375,
-0.015472055412828922,
0.025421611964702606,
0.01684475876390934,
-0.07776737958192825,
-0.06451697647571564,
-0.08663005381822586,
0.016657685860991478,
0.01388058252632618,
-0.049326978623867035,
0.04796281084418297,
0.07578691095113754,
0.0507580041885376,
-0.0006361203850246966,
-0.008900277316570282,
0.03488575667142868,
-0.07623770833015442,
-0.040469832718372345,
-0.0008791133877821267,
0.025044526904821396,
-0.10707594454288483,
-0.012513036839663982,
0.03187434375286102,
-0.057899344712495804,
0.005826297681778669,
0.0432441420853138,
-0.11013830453157425,
-0.020396165549755096,
0.00048406084533780813,
0.042424727231264114,
0.056631263345479965,
0.03752110153436661,
0.06751378625631332,
-0.01408239547163248,
0.002438122872263193,
-0.0614861324429512,
-0.022523930296301842,
-0.011048760265111923,
0.04196613281965256,
0.02306155115365982,
0.05994201824069023,
0.04007060080766678,
-0.04465930536389351,
-0.045505572110414505,
-0.048133958131074905,
-0.06378001719713211,
-0.00748284300789237,
0.06100919097661972,
-0.04763094335794449,
0.0364517904818058,
0.08760586380958557,
0.1007804274559021,
0.08839226514101028,
0.04895111173391342,
0.04914020746946335,
-0.0724998340010643,
-0.013298479840159416,
-0.038915958255529404,
0.027721166610717773,
0.036685194820165634,
-0.021757623180747032,
0.022179605439305305,
0.035199690610170364,
0.07363630086183548,
-0.07206268608570099,
0.03634114935994148,
-0.03668302670121193,
-0.07963509112596512,
0.01902889274060726,
-0.04929423704743385,
0.009413878433406353,
-0.0593961700797081,
0.054578304290771484,
0.05256962776184082,
-0.05464278906583786,
0.048892680555582047,
-0.037029050290584564,
0.05882178619503975,
0.02918739803135395,
-0.09422655403614044,
-0.03541266545653343,
-0.08495642244815826,
-0.087263323366642,
-0.05204238370060921,
-0.013563189655542374,
0.022114092484116554,
-0.05478452518582344,
-0.007597935851663351,
-0.004612140357494354,
0.08049947768449783,
-0.005799507722258568,
-0.00807000882923603,
0.032486993819475174,
0.0383157916367054,
-0.057635143399238586,
0.0516391396522522,
-0.07614227384328842,
-0.053851641714572906,
0.034026190638542175,
0.05231553688645363,
0.0346805565059185,
-0.02568054012954235,
-0.031730975955724716,
0.004170866683125496,
-0.07197274267673492,
0.04563232511281967,
0.03286217525601387,
0.08739694207906723,
-0.010768812149763107,
-0.06412301957607269,
-0.11749131977558136,
-0.05524175241589546,
-0.038651056587696075,
0.017826512455940247,
0.03634852170944214,
0.030340734869241714,
-0.009625138714909554,
0.023064037784934044,
0.04662038013339043,
0.05708278343081474,
0.04039079695940018,
0.044188350439071655,
0.08537618815898895,
-0.0620444156229496,
-0.0026457887142896652,
-0.0639548972249031,
-0.003022916615009308,
-0.06108121573925018,
0.10957522690296173,
-0.020153533667325974,
0.016137080267071724,
0.049193039536476135,
0.07736261934041977,
0.05267437547445297,
-0.06134004890918732,
0.05085091292858124,
-0.029737429693341255,
0.04172800853848457,
-0.025034988299012184,
0.050910986959934235,
0.018163099884986877,
0.06754886358976364,
-0.06682903319597244,
-0.09469203650951385,
-0.013177160173654556,
-0.00001922992851177696,
0.04021689295768738,
-0.04298868030309677,
-0.05733542516827583,
-0.058121055364608765,
-0.04851158708333969,
-0.061083078384399414,
-0.03949356824159622,
0.04457896947860718,
0.04200895130634308,
-0.06890042126178741,
-0.04142807424068451,
-0.08418232202529907,
0.07129967212677002,
-0.051516976207494736,
0.05891064926981926,
-0.0464244969189167,
0.03949415683746338,
-0.024551868438720703,
-0.0007415973232127726,
0.05860700458288193,
0.03899950161576271,
-0.05156857892870903,
-0.024265948683023453,
-0.06341575086116791,
-0.042124513536691666,
-0.0780850276350975,
-0.020056281238794327,
-0.06667540222406387,
0.028139246627688408,
-0.006537345703691244,
-0.04668586328625679,
0.014478799887001514,
0.06381457298994064,
-0.04868996888399124,
-0.0710485503077507,
-0.07454247772693634,
0.02461315505206585,
-0.04563179984688759,
0.009335771203041077,
0.07238699495792389,
0.07779223471879959,
-0.010650149546563625,
-0.05405531823635101,
0.058563169091939926,
0.0228325966745615,
0.02819768153131008,
0.01689407229423523,
-0.02854449674487114,
0.04941263049840927,
-0.06601041555404663,
0.0392838753759861,
0.04252399504184723,
-0.04946506768465042,
-0.047094184905290604,
0.0516110360622406,
0.0005350744468159974,
-0.06983621418476105,
-0.01893981546163559,
0.07469313591718674,
-0.03220324590802193,
0.028008710592985153,
0.014039470814168453,
0.020706960931420326,
0.07692983001470566,
-0.06106403470039368,
-0.013863936997950077,
-0.00980619341135025,
0.08586350828409195,
-0.08624357730150223,
0.006292348727583885,
0.09529253095388412,
-0.037577033042907715,
-0.050404537469148636,
-0.0162657443434,
-0.08440819382667542,
-0.08098941296339035,
-0.04749194160103798,
-0.03877674788236618,
0.07471217215061188,
0.0233154334127903,
-0.08213087171316147,
-0.05520761013031006,
-0.0527576208114624,
0.007494197692722082,
-0.05212598294019699,
0.07175663113594055,
-0.035913072526454926,
-0.01451434101909399,
0.008405013009905815,
-0.013441854156553745,
0.01921752095222473,
0.0005151174846105278,
-0.08420027047395706,
-0.04450742155313492,
-0.03896930068731308,
-0.04334244132041931,
0.046733830124139786,
0.04329054802656174,
0.06908146291971207,
-0.05895870923995972,
0.013247249647974968,
0.006871155463159084,
-0.027051005512475967,
0.08427557349205017,
0.008323758840560913,
-0.012503818608820438,
0.01071429904550314,
0.011128046549856663,
-0.024262698367238045,
-0.07063517719507217,
-0.012918589636683464,
-0.024638833478093147,
0.03230311721563339,
0.037881217896938324,
-0.035511456429958344,
-0.030544813722372055,
-0.039228297770023346,
0.048098523169755936,
0.06878233700990677,
0.00020141205459367484,
-0.02563461661338806,
0.07937633991241455,
-0.024693477898836136,
0.06012419983744621,
0.05976879969239235,
0.06905871629714966,
-0.005517480429261923,
-0.026931919157505035,
0.08679194748401642,
-0.014175872318446636,
-0.00005786042311228812,
-0.00756249763071537,
-0.09741324931383133,
0.04590141400694847,
-0.015797359868884087,
0.07636364549398422,
0.016201281920075417,
0.016298867762088776,
0.06258520483970642,
-0.022101322188973427,
0.04385319724678993,
-0.02221752144396305,
-0.036011237651109695,
0.052302971482276917,
0.04783621057868004,
-0.05495090410113335,
0.06811075657606125,
-0.008531796745955944,
0.06100564822554588,
0.013259773142635822,
0.04911878705024719,
0.08073677122592926,
0.030796870589256287,
-0.048178307712078094,
-0.057523779571056366,
0.017969267442822456,
0.08115898817777634,
-0.0166788212954998,
0.037605639547109604,
-0.020150937139987946,
-0.01598820462822914,
-0.01787683181464672,
-0.08457661420106888,
-0.04012427106499672,
-0.05486717075109482,
0.056842636317014694,
0.04954817518591881,
-0.06269406527280807,
-0.029303254559636116,
0.047192685306072235,
-0.017327843233942986,
0.03685716167092323,
-0.06440780311822891,
-0.048846110701560974,
0.021282099187374115,
-0.06439662724733353,
-0.050630148500204086,
-0.003145420690998435,
0.05250788852572441,
-0.06985991448163986,
-0.07767421007156372,
0.04121031239628792,
0.026424679905176163,
-0.02725718542933464,
0.03351166471838951,
-0.010567830875515938,
-0.03181082382798195,
0.07357894629240036,
-0.06775780767202377,
-0.032562416046857834,
0.050685085356235504,
0.09083010256290436,
-0.0859612375497818,
0.0021700235083699226,
0.09499756991863251,
-0.057983238250017166,
0.05328391492366791,
-0.09441264718770981,
-0.019036797806620598,
0.030399439856410027,
0.07077851891517639,
-0.07039845734834671,
-0.07240425795316696,
0.06134147569537163,
0.0585910938680172,
0.07884193956851959,
0.06154356896877289,
-0.012358367443084717,
0.009823097847402096,
0.030243923887610435,
-0.060113731771707535,
0.10205013304948807,
0.08410605788230896,
-0.046135760843753815,
0.017036573961377144,
0.02115052007138729,
-0.04289499297738075,
-0.06157765910029411,
0.020862892270088196,
-0.006582852452993393,
-0.04291278123855591,
0.032898761332035065,
0.09169024229049683,
0.023634562268853188,
0.05630077049136162
] |
The data-driven territory design aims to make the scoring specific by
geographic area, increasing the relevance of the generated insights for local
sales teams. The resulting kanban script - an automated and actionable to-do
list - provides individual sales consultants on a weekly basis with an
overview of companies to focus on; and insights about that company/industry as
a basis to structure the customer discussion.Finally, the market insights
solution component uses additional external data to provide the sales
consultants with further context, for example a valid business reason to call
the company, instant customer industry information, supporting data for
expectations management/ fillability and pricing negotiations.The 'sales
effectiveness tool’ is conceived to formally and continuously leverage data in
an outside-in approach, acquiring up to date, factual data from selected,
structured external data sources and applying time series based forecasting to | scraping/output/-854568260067003203.txt | [
0.02925950288772583,
-0.05159679800271988,
-0.04412509873509407,
-0.02576272375881672,
0.023330707103013992,
-0.05150188133120537,
0.0833841934800148,
0.03520336374640465,
0.028731610625982285,
-0.009328067302703857,
0.04756723344326019,
0.03353991359472275,
0.07243181765079498,
-0.07821794599294662,
-0.019831113517284393,
0.019580569118261337,
0.0131092369556427,
-0.08181289583444595,
-0.050397709012031555,
-0.06174905598163605,
0.007665550336241722,
-0.018230462446808815,
-0.050180792808532715,
0.03266198933124542,
0.004171457607299089,
0.058939896523952484,
-0.05860248953104019,
0.026286954060196877,
-0.028236260637640953,
-0.05079038441181183,
-0.05924750119447708,
-0.009616927243769169,
0.07720435410737991,
-0.07516399025917053,
0.009769473224878311,
0.05952128767967224,
-0.07107939571142197,
-0.05322975665330887,
0.08007919043302536,
-0.11789492517709732,
-0.03743403032422066,
0.03087608888745308,
0.03499094024300575,
0.009856035932898521,
0.030497170984745026,
0.1025310680270195,
0.013879027217626572,
0.05578269809484482,
-0.060756415128707886,
-0.027549371123313904,
-0.01302888710051775,
0.07392027229070663,
0.03699576482176781,
0.03326910361647606,
0.047030024230480194,
-0.027705108746886253,
-0.04794846102595329,
-0.021788042038679123,
-0.03185755014419556,
-0.0041462332010269165,
0.04771580174565315,
-0.05946895107626915,
0.03067612275481224,
0.04345797374844551,
0.06346234679222107,
0.04072503745555878,
0.05626682937145233,
0.026459215208888054,
-0.06573904305696487,
-0.043708451092243195,
-0.048833757638931274,
0.04277203604578972,
0.010342760011553764,
-0.02760191261768341,
0.033874496817588806,
0.01638258621096611,
0.0583680085837841,
-0.033101096749305725,
0.0953550785779953,
-0.057201698422431946,
-0.07890934497117996,
-0.05733490735292435,
-0.06617265939712524,
0.028352731838822365,
-0.053079117089509964,
0.050858672708272934,
0.049600277096033096,
-0.058671534061431885,
0.048290349543094635,
-0.02377505600452423,
0.027411194518208504,
0.0691886618733406,
-0.04303925484418869,
-0.06770023703575134,
-0.07392693310976028,
-0.06802672892808914,
-0.06406400352716446,
-0.008804782293736935,
0.0089217908680439,
-0.05866371467709541,
0.02082137204706669,
-0.011699470691382885,
0.05405544117093086,
-0.009796474128961563,
0.009684883989393711,
0.033178508281707764,
0.06464991718530655,
-0.07083449512720108,
0.06966172158718109,
-0.01401478797197342,
-0.03360545635223389,
0.06017259508371353,
0.08112121373414993,
0.062404558062553406,
-0.04607178270816803,
-0.04637422040104866,
0.010565553791821003,
-0.11312973499298096,
0.0482923649251461,
-0.03707743436098099,
0.06933973729610443,
-0.030536716803908348,
-0.044125188142061234,
-0.0883929654955864,
-0.038751546293497086,
-0.06402426958084106,
0.004402562510222197,
0.06372325867414474,
0.06011081859469414,
-0.021172411739826202,
0.03077014908194542,
0.06387457251548767,
0.04800962284207344,
0.0010109980357810855,
0.06158432364463806,
0.09839766472578049,
-0.06514796614646912,
-0.006431553978472948,
-0.03781159222126007,
-0.03717980906367302,
-0.013445133343338966,
0.09317359328269958,
-0.027074472978711128,
0.06124941259622574,
0.07857140898704529,
0.020030593499541283,
0.03726862743496895,
-0.09412329643964767,
0.04330023378133774,
0.02277860790491104,
0.1055477112531662,
-0.010501941666007042,
0.06439192593097687,
0.030949188396334648,
0.08410841226577759,
-0.05583503842353821,
-0.0721747875213623,
-0.03757096454501152,
0.048996977508068085,
0.0712677389383316,
-0.01287078857421875,
-0.006517709698528051,
-0.046576160937547684,
-0.04079580307006836,
-0.04710729420185089,
-0.028511159121990204,
0.060466304421424866,
0.06836338341236115,
-0.08325310796499252,
-0.07818619906902313,
-0.07164540141820908,
0.04568006470799446,
-0.07028236240148544,
0.034968484193086624,
-0.018106304109096527,
0.05653432384133339,
-0.030621347948908806,
0.01583407074213028,
0.05293385311961174,
0.0192258283495903,
-0.03491419553756714,
-0.055881645530462265,
-0.018264006823301315,
-0.05725083500146866,
-0.08526872843503952,
-0.014554527588188648,
-0.07803159207105637,
0.010649394243955612,
0.015599302016198635,
0.0013688210165128112,
-0.009284064173698425,
0.01439618319272995,
-0.0741894468665123,
-0.07892987877130508,
-0.04784492403268814,
0.05674000084400177,
-0.04122614488005638,
0.02691502496600151,
0.06654080003499985,
0.05659792572259903,
0.017115069553256035,
-0.06689032167196274,
0.021069690585136414,
0.016990752890706062,
0.03175654634833336,
0.040232907980680466,
-0.01287334319204092,
0.030068647116422653,
-0.034848347306251526,
0.023737356066703796,
0.05144154280424118,
-0.07434915751218796,
-0.05310293659567833,
0.0818418562412262,
-0.013997466303408146,
-0.027850210666656494,
-0.00415271520614624,
0.08506748080253601,
-0.026813803240656853,
0.024008892476558685,
0.06535626202821732,
-0.005857451353222132,
0.061674222350120544,
-0.12541529536247253,
-0.049743376672267914,
0.0095142787322402,
0.05167344957590103,
-0.07867993414402008,
-0.007938588969409466,
0.07442563772201538,
-0.06024076044559479,
-0.02826714515686035,
-0.02394258603453636,
-0.04744758456945419,
-0.0897563248872757,
-0.04740464314818382,
-0.015735115855932236,
0.04173063486814499,
0.08014741539955139,
-0.03634572774171829,
-0.07784849405288696,
-0.03624817356467247,
0.005155075807124376,
-0.06314508616924286,
0.03499820828437805,
-0.05859702453017235,
-0.01803567260503769,
0.0013369560474529862,
-0.03238602727651596,
0.06024446338415146,
0.029990941286087036,
-0.05710255727171898,
-0.06190970540046692,
-0.0027356348000466824,
-0.05115995556116104,
0.034994881600141525,
0.0348813533782959,
0.04944324865937233,
-0.033727243542671204,
0.009241204708814621,
0.009518290869891644,
-0.0011584515450522304,
0.07735232263803482,
0.027351435273885727,
0.012963944114744663,
-0.0032143716234713793,
-0.01114277821034193,
-0.055696457624435425,
-0.06701164692640305,
-0.008040389977395535,
-0.06842543184757233,
0.04954224452376366,
0.002753034234046936,
-0.02413693442940712,
-0.03794505074620247,
-0.045722927898168564,
0.015898941084742546,
0.07564380764961243,
-0.009168818593025208,
-0.03021363355219364,
0.09830380976200104,
-0.011299503035843372,
0.05303078517317772,
0.08346229791641235,
0.060898441821336746,
-0.01644933968782425,
-0.032646507024765015,
0.08893954753875732,
-0.04996282607316971,
0.018723534420132637,
-0.014862094074487686,
-0.09513114392757416,
-0.0025520401541143656,
0.03112228401005268,
0.10433531552553177,
0.022204481065273285,
-0.03748438507318497,
0.06968459486961365,
0.01323043555021286,
0.06423792243003845,
-0.007893864065408707,
-0.046624284237623215,
-0.005965867545455694,
0.054591212421655655,
-0.06078759953379631,
0.0671001747250557,
0.037347212433815,
0.022257531061768532,
0.014476582407951355,
-0.010668506845831871,
0.044217731803655624,
0.09203999489545822,
-0.064216747879982,
-0.007391506806015968,
0.04085299372673035,
0.12695342302322388,
-0.024372203275561333,
0.033219244331121445,
-0.059843942523002625,
-0.04532776400446892,
-0.029232921078801155,
-0.04800918325781822,
0.013542942702770233,
-0.03069125860929489,
0.06253516674041748,
0.06078892573714256,
-0.02646566927433014,
0.00003983064743806608,
0.013139412738382816,
-0.0028939738404005766,
0.029172683134675026,
-0.044495392590761185,
-0.0222916379570961,
0.009782634675502777,
-0.07688622176647186,
-0.061170175671577454,
-0.01873847283422947,
0.019647959619760513,
-0.05659317597746849,
-0.07976436614990234,
0.036080483347177505,
-0.009012691676616669,
-0.056400369852781296,
0.08112379163503647,
-0.0015169380931183696,
-0.00044790832907892764,
0.027220340445637703,
-0.055657971650362015,
-0.03567256033420563,
0.04141978919506073,
0.038992684334516525,
-0.13385145366191864,
0.03936257213354111,
0.06337325274944305,
-0.06264258921146393,
0.043282631784677505,
-0.06424316018819809,
-0.06625568121671677,
0.03863869979977608,
0.06002330780029297,
-0.008488262072205544,
-0.03368644043803215,
0.07547163963317871,
0.045739736407995224,
0.08372952044010162,
0.039927516132593155,
0.0011862155515700579,
-0.031040966510772705,
-0.0006300611421465874,
-0.06307288259267807,
0.08344672620296478,
0.0886482447385788,
-0.061068255454301834,
0.053048670291900635,
0.0063420552760362625,
-0.09004256129264832,
-0.03993266075849533,
0.01497964933514595,
-0.03769970312714577,
-0.026534568518400192,
0.012738187797367573,
0.07538945972919464,
0.014625580050051212,
0.03467560559511185
] |
an outside-in approach, acquiring up to date, factual data from selected,
structured external data sources and applying time series based forecasting to
generate insights and triggers. | scraping/output/-854568260067003203.txt | [
-0.009417478926479816,
-0.03311820700764656,
-0.022932862862944603,
-0.08777406066656113,
0.06015478074550629,
0.019182397052645683,
0.005091075319796801,
0.03727402538061142,
0.05115548521280289,
0.02654065378010273,
0.03736047446727753,
-0.0022899240721017122,
0.08222657442092896,
-0.004686461761593819,
-0.04466801881790161,
0.045699235051870346,
0.032323453575372696,
-0.06273353844881058,
-0.03601012006402016,
-0.06890600919723511,
0.016554834321141243,
-0.02561105042695999,
-0.07673193514347076,
0.028775077313184738,
0.024614224210381508,
0.054772499948740005,
-0.023195693269371986,
-0.031040063127875328,
0.04122251644730568,
-0.05813971534371376,
-0.034164588898420334,
-0.04618910327553749,
0.0679645910859108,
-0.05891714245080948,
0.024168625473976135,
0.03172029182314873,
-0.059340186417102814,
-0.024930665269494057,
0.03496857360005379,
-0.0894886776804924,
-0.05402681604027748,
0.017277220264077187,
0.060052286833524704,
0.02592986449599266,
0.04551803320646286,
0.09848708659410477,
-0.016572123393416405,
0.02023940347135067,
-0.07104576379060745,
-0.017780909314751625,
-0.0321931354701519,
0.04847785457968712,
0.045518405735492706,
0.08736789971590042,
0.0408732034265995,
-0.06642688065767288,
-0.03496581315994263,
-0.06346290558576584,
-0.03499424085021019,
0.03851507231593132,
0.06787601113319397,
0.002613627817481756,
0.04266408085823059,
0.04516385868191719,
0.060285910964012146,
0.025481028482317924,
0.0327942855656147,
0.02114262245595455,
-0.033808182924985886,
-0.00931030698120594,
-0.0476081408560276,
0.09113772213459015,
0.013903934508562088,
-0.02822580747306347,
-0.011717034503817558,
0.021872205659747124,
0.04330844432115555,
-0.008501729927957058,
0.05058228224515915,
-0.06562954187393188,
-0.07997262477874756,
-0.03246520832180977,
-0.06151101738214493,
0.06697307527065277,
-0.021719738841056824,
0.06156342849135399,
0.034049827605485916,
-0.04761604964733124,
0.057989560067653656,
-0.073128342628479,
0.03412867709994316,
0.05725172534584999,
-0.020088354125618935,
-0.03854477405548096,
-0.09848527610301971,
-0.07036162912845612,
-0.059136662632226944,
0.05448450520634651,
0.058221593499183655,
-0.012742480263113976,
0.03514038398861885,
0.007367744110524654,
0.06254717707633972,
-0.07589621096849442,
-0.02355731837451458,
0.029714435338974,
-0.0028579384088516235,
-0.08009137213230133,
0.06594016402959824,
-0.03000936470925808,
-0.030850103124976158,
0.056523654609918594,
0.07184099406003952,
0.06312195956707001,
-0.06539397686719894,
-0.05484909936785698,
0.00712633179500699,
-0.09350694715976715,
0.02796851098537445,
-0.02418326586484909,
0.08100946247577667,
-0.027815500274300575,
-0.052018169313669205,
-0.06957750022411346,
-0.0764671191573143,
-0.027629641816020012,
0.0552799291908741,
0.05445324257016182,
0.04905318096280098,
-0.0012243349337950349,
0.02108238823711872,
0.06545069068670273,
0.06459640711545944,
0.016896463930606842,
0.04541715234518051,
0.10847178846597672,
-0.004798813257366419,
-0.005677131004631519,
0.00003412949445191771,
-0.05272022262215614,
-0.02523202635347843,
0.09249459952116013,
-0.0069853379391133785,
0.038964029401540756,
0.06328057497739792,
0.048649974167346954,
0.026390166953206062,
-0.03348449990153313,
0.06435141712427139,
-0.013079896569252014,
0.04843465983867645,
-0.011102933436632156,
0.08472313731908798,
0.03796611353754997,
0.08226337283849716,
-0.05460287630558014,
-0.07274072617292404,
-0.03245873376727104,
0.06947921961545944,
0.05238335579633713,
-0.1051836833357811,
-0.07456665486097336,
-0.04169190675020218,
-0.013268214650452137,
-0.055750105530023575,
-0.03621012344956398,
0.05670297518372536,
0.04527802765369415,
-0.0608040876686573,
-0.06668899208307266,
-0.06540969759225845,
0.04119671508669853,
-0.03802690654993057,
0.05055896192789078,
-0.014016274362802505,
0.04732188209891319,
-0.0646471232175827,
0.02476952224969864,
0.07248342037200928,
0.01433402020484209,
-0.04125780239701271,
-0.05970689654350281,
-0.016657209023833275,
-0.049596741795539856,
-0.07174963504076004,
-0.01939462125301361,
-0.05908571928739548,
0.01391653809696436,
-0.023913761600852013,
-0.024876084178686142,
0.04434722289443016,
0.06228340417146683,
-0.05742324888706207,
-0.08033566176891327,
-0.08040197938680649,
0.06699930131435394,
-0.0028350232169032097,
0.054386258125305176,
0.037866510450839996,
0.06777895241975784,
0.008871499449014664,
-0.021533913910388947,
0.03407172113656998,
-0.017089102417230606,
0.011341279372572899,
0.02169591188430786,
-0.02024543099105358,
0.018932411447167397,
-0.08426804095506668,
0.0669606402516365,
0.030951444059610367,
-0.06753230839967728,
-0.05845125392079353,
0.048527758568525314,
0.00006328993185888976,
-0.032909657806158066,
-0.022960294038057327,
0.09741314500570297,
-0.041247643530368805,
-0.015592439100146294,
0.01982729323208332,
-0.02683964930474758,
0.026181096211075783,
-0.08652142435312271,
-0.03912912309169769,
0.031095508486032486,
0.024473436176776886,
-0.06926719844341278,
-0.04755977541208267,
0.06083027645945549,
-0.014314726926386356,
-0.04338454827666283,
-0.025496242567896843,
-0.11103315651416779,
-0.07280857115983963,
-0.07319775968790054,
0.004138650838285685,
0.03523595258593559,
0.0584016777575016,
-0.037431176751852036,
-0.069480299949646,
-0.06662952154874802,
0.05898544564843178,
-0.07303019613027573,
0.06894223392009735,
-0.01860538125038147,
-0.018084527924656868,
0.030984295532107353,
-0.016906652599573135,
0.016254596412181854,
-0.021358033642172813,
-0.049682360142469406,
-0.06549719721078873,
-0.02430906519293785,
-0.03228115290403366,
0.02257721498608589,
0.06126968935132027,
0.1046551913022995,
-0.03449936583638191,
0.0643884614109993,
0.01587473414838314,
-0.05298234149813652,
0.11478810757398605,
0.04175461456179619,
0.000008249478014477063,
-0.03222499415278435,
-0.02290218509733677,
-0.0227806456387043,
-0.05564123019576073,
-0.024186143651604652,
-0.054899912327528,
-0.022540641948580742,
0.00880998931825161,
-0.002134649781510234,
-0.06160225346684456,
-0.0950060710310936,
0.07365088909864426,
0.10570313781499863,
-0.05065697804093361,
-0.07327286899089813,
0.07420079410076141,
-0.0008022675756365061,
0.02111552096903324,
0.08331219106912613,
0.03939356282353401,
0.016767216846346855,
-0.028599677607417107,
0.06195574998855591,
-0.05858893319964409,
-0.009471730329096317,
-0.028228186070919037,
-0.05336374044418335,
0.04701102152466774,
-0.02476613037288189,
0.09350252151489258,
0.02572285197675228,
-0.033853039145469666,
0.08814248442649841,
0.0016702417051419616,
0.04442213103175163,
-0.026757782325148582,
-0.03832734376192093,
0.011271079070866108,
0.08280009031295776,
-0.13932788372039795,
0.03146903216838837,
0.04768524691462517,
0.0018910598009824753,
0.03461936116218567,
0.01994311809539795,
0.024414286017417908,
0.05770806223154068,
-0.04776890575885773,
-0.044275280088186264,
0.03574851155281067,
0.043682344257831573,
0.0026614549569785595,
0.02910681441426277,
-0.091668039560318,
-0.047533221542835236,
-0.028649350628256798,
-0.05736389383673668,
-0.0036125387996435165,
-0.06607265770435333,
0.08135777711868286,
0.021251751109957695,
-0.03312265872955322,
-0.01228830125182867,
0.027998825535178185,
-0.05410164222121239,
0.024553295224905014,
-0.022640934213995934,
-0.03239089250564575,
-0.005569186527282,
-0.07599371671676636,
-0.00740090012550354,
-0.04730673506855965,
0.06303025782108307,
-0.012566457502543926,
-0.07464863359928131,
0.04043564200401306,
0.022716166451573372,
-0.0314314179122448,
0.08210869878530502,
-0.010683841072022915,
-0.044490259140729904,
0.02809126116335392,
-0.08264873921871185,
0.0004956472548656166,
0.026575155556201935,
0.053903527557849884,
-0.10275216400623322,
0.027579808607697487,
0.04364820197224617,
-0.03640144690871239,
0.02453709952533245,
-0.03905976936221123,
-0.017526699230074883,
0.07354576885700226,
0.0785655677318573,
-0.04465194046497345,
-0.012144673615694046,
0.05356813222169876,
0.00943030882626772,
0.051951467990875244,
0.0873582512140274,
-0.023889046162366867,
0.005692740436643362,
0.0600019134581089,
-0.05448288097977638,
0.12096218764781952,
0.0140133798122406,
-0.05111825093626976,
0.016589364036917686,
-0.003970210440456867,
-0.08310969173908234,
0.030901189893484116,
0.019293416291475296,
-0.06523071974515915,
-0.05080101266503334,
0.012834001332521439,
0.08342921733856201,
0.049439724534749985,
0.06469866633415222
] |
The Dun & Bradstreet company repository serves as the source for a worldview
on all companies, existing Randstad clients as well as prospects, including a
comprehensive view on their profile features. Job demand data is gathered from
multiple sources like textkernel, careerjet, burning glass and jobdigger.
Finally, economic data per geography (eg gdp, employment) are acquired from
Oxford Economics.Defining and imposing data governance principles like global
definitions and data protection (e.g. no manual override) ensure data quality
and hence the relevancy of the weekly recommendations for sales consultants.
The onset of the Covid pandemic, as a textbook example of a high-impact, low-
frequency (HILF) event, has triggered the addition of Natural Language
Processing (NLP) techniques to spot extra data on irregular, unpredictable
events.
| scraping/output/-854568260067003203.txt | [
0.06388392299413681,
-0.03526747599244118,
-0.062323104590177536,
-0.04619687423110008,
0.068515844643116,
-0.03997074067592621,
0.08974699676036835,
0.048405397683382034,
0.018879469484090805,
-0.0007705489406362176,
0.054996997117996216,
0.02727312408387661,
0.06326892226934433,
-0.08880030363798141,
-0.004149304702877998,
0.07783574610948563,
0.05031315237283707,
-0.0263889841735363,
-0.05724245309829712,
-0.04585307464003563,
0.032250240445137024,
0.008918872103095055,
-0.0732935220003128,
0.05126453936100006,
0.04003634676337242,
0.037856753915548325,
-0.07415802031755447,
-0.0001931220613187179,
0.03196929395198822,
-0.04560663551092148,
-0.031599413603544235,
-0.011115942150354385,
0.03232768177986145,
-0.07031967490911484,
0.03494976460933685,
0.027692465111613274,
-0.08093911409378052,
-0.022870929911732674,
0.11009225994348526,
-0.06081576272845268,
-0.07998517900705338,
0.04373539611697197,
0.08690489828586578,
0.024521879851818085,
0.031048038974404335,
0.0864233672618866,
-0.016027573496103287,
0.0312713086605072,
-0.04201403632760048,
-0.04666425660252571,
-0.062454529106616974,
0.03689495474100113,
0.03077196329832077,
0.046469755470752716,
0.035960353910923004,
-0.022379128262400627,
-0.08344890922307968,
-0.013028585352003574,
-0.056361112743616104,
0.02677183970808983,
0.03171783685684204,
-0.07864797115325928,
0.020112421363592148,
-0.002255080034956336,
0.07458911836147308,
0.08288587629795074,
0.0009015633841045201,
0.007846948690712452,
-0.056145310401916504,
-0.020013881847262383,
-0.07505831122398376,
0.04934544116258621,
-0.00015290596638806164,
-0.07170499861240387,
0.04430711641907692,
0.05011522397398949,
0.04332243278622627,
-0.06502643972635269,
0.010696123354136944,
-0.031418755650520325,
-0.06540846079587936,
-0.07785463333129883,
-0.035464201122522354,
0.028106622397899628,
-0.049726057797670364,
0.0670861005783081,
0.04566115513443947,
-0.035904619842767715,
0.06223393231630325,
-0.02609521709382534,
0.03691547363996506,
0.05035015568137169,
-0.03411604091525078,
-0.06444596499204636,
-0.03783699870109558,
-0.10351008176803589,
-0.054800812155008316,
0.0851912871003151,
0.0577390119433403,
-0.010518026538193226,
0.06137566268444061,
-0.013147501274943352,
0.07819623500108719,
0.012102380394935608,
-0.035073209553956985,
0.026269568130373955,
0.01711667701601982,
-0.08899419754743576,
0.07369633764028549,
-0.05076156556606293,
-0.059811800718307495,
0.03875511884689331,
0.06835825741291046,
0.05858417600393295,
-0.08804256469011307,
-0.060476504266262054,
-0.004694509785622358,
-0.018505267798900604,
0.06469298154115677,
0.01689883880317211,
0.06867986172437668,
-0.023613937199115753,
-0.04672964662313461,
-0.1059999167919159,
-0.08716018497943878,
-0.025616953149437904,
-0.008356274105608463,
0.05201264098286629,
0.06626605242490768,
0.005027371924370527,
0.02802865579724312,
0.05352072790265083,
0.041770316660404205,
0.021093010902404785,
0.0641387552022934,
0.06496255099773407,
-0.007273497991263866,
0.021848775446414948,
-0.007549147587269545,
-0.0739540159702301,
-0.08124325424432755,
0.06116567924618721,
-0.06683734804391861,
0.04084751009941101,
0.06860026717185974,
0.0006423520972020924,
0.09544810652732849,
-0.009572315961122513,
0.0443233884871006,
-0.02169046178460121,
0.04203133285045624,
0.004790184553712606,
0.12977778911590576,
0.040561605244874954,
0.03482397273182869,
-0.07674692571163177,
-0.025338979437947273,
-0.050781283527612686,
0.1096457690000534,
0.03275986388325691,
-0.07230836898088455,
-0.06090323254466057,
-0.0733695924282074,
-0.01420957874506712,
-0.06158434599637985,
-0.017101164907217026,
0.05576661601662636,
0.02010355517268181,
-0.08051703870296478,
-0.03421333432197571,
-0.09114938974380493,
0.039466556161642075,
-0.070689357817173,
0.06265852600336075,
-0.0017958137905225158,
0.06963296234607697,
-0.05099376291036606,
0.008513076230883598,
0.058416370302438736,
0.008389241062104702,
-0.036511506885290146,
-0.03957729414105415,
-0.04900076985359192,
-0.03458605334162712,
-0.054465070366859436,
-0.04315613582730293,
-0.040653977543115616,
0.03426205739378929,
0.03248593211174011,
-0.02172514609992504,
-0.012909633107483387,
0.05087735876441002,
-0.030339328572154045,
-0.06592424213886261,
-0.0512470081448555,
0.02545986883342266,
-0.019407445564866066,
0.06182888522744179,
0.03327002376317978,
0.08093170821666718,
-0.003655965207144618,
-0.01499449834227562,
0.023781668394804,
0.05710725486278534,
0.09533362090587616,
0.022870665416121483,
-0.030481824651360512,
0.05571296811103821,
-0.042115043848752975,
0.05808694288134575,
0.005417845211923122,
-0.06341329962015152,
-0.03527908772230148,
0.010583054274320602,
0.013827095739543438,
-0.060660120099782944,
-0.00017962747369892895,
0.021991794928908348,
-0.08217529207468033,
0.026692459359765053,
0.05575891211628914,
-0.008157606236636639,
0.058733709156513214,
-0.05972178280353546,
-0.05600833147764206,
0.046502914279699326,
0.060214508324861526,
-0.08307234197854996,
-0.0026677942369133234,
0.07546639442443848,
0.0008012698963284492,
-0.010004076175391674,
-0.044734030961990356,
-0.040000732988119125,
-0.0634244978427887,
-0.03539291396737099,
-0.0321316160261631,
0.07279305160045624,
0.037107907235622406,
-0.01756359077990055,
-0.07511137425899506,
-0.03504553064703941,
0.03601814806461334,
-0.08128222078084946,
0.021472454071044922,
-0.04285570606589317,
-0.027053868398070335,
0.016311777755618095,
-0.04142086207866669,
0.06222151219844818,
0.05911076441407204,
-0.04093881696462631,
-0.05430905148386955,
-0.031087514013051987,
-0.03240363299846649,
0.058585282415151596,
0.056039974093437195,
0.07470636069774628,
-0.061008892953395844,
0.007348720449954271,
0.012256431393325329,
-0.07643353939056396,
0.05174380913376808,
0.00584991043433547,
0.003874118672683835,
-0.00034896197030320764,
0.02071366459131241,
-0.041499897837638855,
-0.09174016863107681,
-0.06609273701906204,
-0.06570426374673843,
-0.006402760744094849,
0.015305164270102978,
-0.02514481171965599,
-0.05829562991857529,
-0.04454858601093292,
0.0053081451915204525,
0.08077728748321533,
-0.011532939970493317,
-0.0437861867249012,
0.0829990804195404,
0.018408218398690224,
0.030004721134901047,
0.05785857513546944,
0.04425162076950073,
0.009540403261780739,
-0.02161647565662861,
0.05269201099872589,
-0.05654643476009369,
-0.05454326421022415,
-0.051012471318244934,
-0.07563865929841995,
0.04272827133536339,
-0.024960573762655258,
0.07653910666704178,
0.036935482174158096,
0.0069231088273227215,
0.04000351205468178,
-0.09367161244153976,
-0.0020502484403550625,
-0.038646139204502106,
-0.040043123066425323,
0.036851800978183746,
0.06046878546476364,
-0.0875958725810051,
0.025356562808156013,
0.03473138436675072,
0.03836968168616295,
0.04958585649728775,
-0.016604391857981682,
0.052012309432029724,
0.047236714512109756,
-0.03149644285440445,
-0.01401615608483553,
0.0888228639960289,
0.041626837104558945,
0.007389484439045191,
0.01837570033967495,
-0.04724899306893349,
-0.04960513114929199,
-0.0798690915107727,
-0.04539071023464203,
0.021264461800456047,
-0.07529637217521667,
0.05050206929445267,
0.018665757030248642,
-0.04704805836081505,
-0.052239790558815,
0.06775762885808945,
-0.0005176635459065437,
0.011319839395582676,
-0.07333650439977646,
-0.013634069822728634,
0.036928147077560425,
-0.08000268787145615,
-0.019845960661768913,
0.015445810742676258,
0.03386721387505531,
-0.07491646707057953,
-0.027980277314782143,
0.06111285835504532,
0.02887057512998581,
-0.04507064074277878,
0.012998848222196102,
-0.00916831474751234,
0.022336304187774658,
0.03739006072282791,
-0.04661092162132263,
-0.012587136588990688,
0.06928562372922897,
0.05017479136586189,
-0.10198511928319931,
0.018623527139425278,
0.036626942455768585,
-0.06537798792123795,
0.05726330727338791,
-0.06346988677978516,
-0.04344688355922699,
0.028153834864497185,
0.04824820160865784,
-0.04244288429617882,
-0.06023189797997475,
0.06155923008918762,
0.028689587488770485,
0.05222964286804199,
0.053902871906757355,
-0.04638051986694336,
0.014154880307614803,
0.0786643996834755,
-0.08947686851024628,
0.0978124663233757,
0.1103351041674614,
-0.031504061073064804,
-0.02104317769408226,
0.009156889282166958,
-0.030100740492343903,
-0.022286245599389076,
0.005320579744875431,
-0.024789759889245033,
-0.060486938804388046,
0.05108686536550522,
0.0650651752948761,
0.010517471469938755,
-0.005795801989734173
] |
"ML6 helped us to build and deploy an intelligent matching engine that has the
potential to have a big impact on our candidate and customer journey's. Hence
also influencing our top and bottom line. "
CIO (Randstad Belgium)
By
Randstad
## Results
The hit rate has increased from the historical 25% to 70%, meaning that today
the sales consultants using the tool are spending 70% of their time with the
right clients - clients who have actual and feasible potential for Randstad.
And that significant and demonstrated commercial business value is only the
start. The sales effectiveness tool has been built in line with the global
digital factory strategy of Randstad; readying it for deployment to a growing
number of countries, while retraining and refining the AI models on a monthly
basis.
| scraping/output/-854568260067003203.txt | [
0.024667983874678612,
-0.024474021047353745,
-0.05972009524703026,
-0.03232932090759277,
0.03606677055358887,
-0.055165331810712814,
0.049406103789806366,
0.03923964500427246,
0.07152952998876572,
-0.028877677395939827,
0.036034781485795975,
0.0026682214811444283,
0.06346119195222855,
-0.09155018627643585,
-0.0215398408472538,
0.03384307771921158,
0.03535204380750656,
-0.05718216300010681,
-0.039898473769426346,
-0.07755663990974426,
0.01643625646829605,
-0.012716964818537235,
-0.07878824323415756,
0.01234868261963129,
0.07843635231256485,
0.040482621639966965,
-0.041038837283849716,
-0.009401640854775906,
0.02020600065588951,
-0.04188162833452225,
0.01407636795192957,
-0.029844285920262337,
0.021077608689665794,
-0.08953937888145447,
0.03513800725340843,
0.0041114469058811665,
-0.046360358595848083,
-0.044895488768815994,
0.0452948622405529,
-0.0981583520770073,
-0.01817668043076992,
0.014010767452418804,
0.03476801514625549,
0.015859000384807587,
0.043157223612070084,
0.032797202467918396,
-0.006382163148373365,
0.0628664642572403,
-0.0674983337521553,
-0.022703606635332108,
-0.04253702983260155,
0.05687485635280609,
0.04806627333164215,
0.054695140570402145,
0.05424532666802406,
-0.06029293313622475,
-0.04671362042427063,
-0.07137536257505417,
-0.062307484447956085,
-0.0003503100306261331,
0.05037625879049301,
-0.03021613322198391,
0.015070375055074692,
0.064767025411129,
0.10273462533950806,
0.06729254126548767,
-0.016397813335061073,
0.08938892185688019,
-0.10030294954776764,
-0.04441550001502037,
-0.025770120322704315,
0.07776951044797897,
-0.009957038797438145,
-0.024348322302103043,
0.02311174012720585,
0.03793517127633095,
0.005425877869129181,
-0.05085179954767227,
-0.01220227312296629,
0.009988895617425442,
-0.09766844660043716,
-0.040349166840314865,
-0.03493621200323105,
0.006313963793218136,
-0.07250647246837616,
0.07542648166418076,
0.06563793867826462,
-0.035034049302339554,
0.08796349912881851,
-0.003984126262366772,
0.04974161088466644,
0.0345766581594944,
-0.04994649812579155,
-0.03083278052508831,
-0.07117646932601929,
-0.0781678557395935,
-0.06310971826314926,
0.023806288838386536,
0.05867069959640503,
-0.04657065495848656,
0.020635269582271576,
-0.06690161675214767,
0.07832767069339752,
-0.04158460348844528,
-0.03174840658903122,
0.05032260715961456,
0.04656660556793213,
-0.10428889095783234,
0.02939147874712944,
-0.055456746369600296,
-0.056371282786130905,
0.05827923119068146,
0.07045464962720871,
0.017380230128765106,
-0.050817735493183136,
-0.014684225432574749,
-0.01710047945380211,
-0.05926511064171791,
0.01956796832382679,
-0.020005574449896812,
0.10067889839410782,
-0.05711444094777107,
-0.09202536195516586,
-0.1013721227645874,
-0.05248892679810524,
-0.01757897436618805,
-0.002484145574271679,
0.06126353517174721,
0.06347546726465225,
-0.011259226128458977,
0.031226931139826775,
0.041503626853227615,
0.02916840836405754,
0.015246489085257053,
0.07776086032390594,
0.0922054648399353,
-0.020235836505889893,
-0.01466567162424326,
-0.05033223330974579,
-0.03487478941679001,
-0.03663749620318413,
0.08690445125102997,
-0.007084882352501154,
0.052837226539850235,
0.07719973474740982,
0.08076835423707962,
0.09025536477565765,
-0.0978526771068573,
0.0756806805729866,
-0.03824364021420479,
0.08755898475646973,
-0.015602017752826214,
0.05826225131750107,
0.038649894297122955,
0.06934069097042084,
-0.057495489716529846,
-0.09278205037117004,
-0.03759438917040825,
0.03134237974882126,
0.06900139153003693,
-0.05514497682452202,
-0.03499429300427437,
-0.04950043931603432,
-0.00010054851736640558,
-0.039117779582738876,
-0.052914708852767944,
0.04788447543978691,
0.04289642348885536,
-0.10187846422195435,
-0.04304058477282524,
-0.05108804628252983,
0.05277611315250397,
-0.07577355206012726,
0.04807755723595619,
-0.04309405758976936,
0.05400003120303154,
-0.043331045657396317,
0.016942165791988373,
0.05996839329600334,
0.05508958548307419,
-0.09164997935295105,
-0.015470392070710659,
-0.07851599901914597,
-0.0615413524210453,
-0.09096761047840118,
-0.03775019198656082,
-0.02993941679596901,
0.07136170566082001,
0.0037067043595016003,
-0.010221242904663086,
0.020918916910886765,
0.012540561147034168,
-0.0579434372484684,
-0.08110133558511734,
-0.04639970511198044,
0.01636192388832569,
-0.02780955657362938,
0.04293110966682434,
0.06591920554637909,
0.09886044263839722,
0.007339367177337408,
-0.05714431777596474,
0.053628984838724136,
0.024593394249677658,
0.03232329338788986,
-0.019054098054766655,
-0.02258240059018135,
0.05698864534497261,
-0.012522338889539242,
0.032912030816078186,
0.030843105167150497,
-0.07391674816608429,
-0.04732866212725639,
0.016871387138962746,
0.0030478346161544323,
-0.03639781475067139,
-0.0039927661418914795,
0.07185959070920944,
-0.016951249912381172,
0.05686642974615097,
0.0362529456615448,
0.01641171984374523,
0.07411867380142212,
-0.06106920167803764,
-0.018932923674583435,
0.015482623130083084,
0.08461425453424454,
-0.04773614928126335,
-0.06866373866796494,
0.05734341964125633,
-0.0714719146490097,
-0.01931280456483364,
-0.07962091267108917,
-0.03288768231868744,
-0.04910304769873619,
-0.019350051879882812,
-0.013166505843400955,
0.03828812018036842,
0.04107014462351799,
-0.03536335751414299,
-0.06027473881840706,
-0.054554279893636703,
0.02178490161895752,
-0.05983686074614525,
0.058505866676568985,
-0.025265872478485107,
-0.045450907200574875,
0.01862282119691372,
-0.004363211337476969,
0.0493968203663826,
0.04114927724003792,
-0.04707641154527664,
-0.011295509524643421,
-0.01711120642721653,
-0.049949657171964645,
0.060095567256212234,
0.048682138323783875,
0.05350756272673607,
-0.08593956381082535,
0.04459778219461441,
0.00996021181344986,
-0.026061220094561577,
0.0690232589840889,
0.015666287392377853,
-0.007004391867667437,
-0.034850481897592545,
-0.013304635882377625,
-0.014708989299833775,
-0.07436012476682663,
-0.045459967106580734,
-0.08806188404560089,
0.03928855061531067,
0.020944414660334587,
-0.04892566427588463,
-0.03868144378066063,
-0.027427632361650467,
-0.013912063091993332,
0.03383253514766693,
-0.018051179125905037,
0.005192314740270376,
0.10398143529891968,
-0.007771643809974194,
0.034423477947711945,
0.0359162800014019,
0.05091835558414459,
-0.026434412226080894,
-0.026598742231726646,
0.10323363542556763,
-0.04551105573773384,
-0.058687724173069,
-0.047454528510570526,
-0.05162347853183746,
0.007043479010462761,
-0.02182713896036148,
0.05796444043517113,
0.018131239339709282,
-0.0214309673756361,
0.0701562762260437,
-0.06544545292854309,
0.035960808396339417,
-0.03047437034547329,
-0.024118859320878983,
0.041563067585229874,
0.05348691716790199,
-0.07496241480112076,
0.04911303147673607,
0.011378356255590916,
0.04460511729121208,
0.03692983463406563,
0.07605445384979248,
0.050799086689949036,
0.06764282286167145,
-0.0442669503390789,
-0.01758970506489277,
0.04051925614476204,
0.07619190216064453,
-0.008515870198607445,
0.01102584321051836,
-0.032676443457603455,
-0.02075832337141037,
-0.04699006304144859,
-0.08587370067834854,
-0.024580856785178185,
-0.05796460807323456,
0.060605764389038086,
0.09664283692836761,
-0.04919744282960892,
-0.018136752769351006,
0.021919578313827515,
-0.010597320273518562,
0.05258418992161751,
-0.053606629371643066,
-0.0630839616060257,
0.02939455583691597,
-0.060946665704250336,
-0.03330731764435768,
0.01569763571023941,
0.06108541414141655,
-0.09011100232601166,
-0.06928498297929764,
0.01264924369752407,
0.010325692594051361,
-0.06120477616786957,
0.015421153046190739,
-0.018366245552897453,
-0.027451571077108383,
0.06701173633337021,
-0.004396897275000811,
-0.039001625031232834,
0.02624811977148056,
0.05355032905936241,
-0.060170210897922516,
0.017399363219738007,
0.06721259653568268,
-0.029514046385884285,
0.08712349832057953,
-0.08316812664270401,
-0.03715901076793671,
0.06474290043115616,
0.0551583357155323,
-0.05275488644838333,
-0.057907864451408386,
0.03564758226275444,
0.06026938557624817,
0.07940644025802612,
0.0397169254720211,
0.002852880861610174,
0.006327041890472174,
0.007329684216529131,
-0.024531733244657516,
0.06159862130880356,
0.07002758234739304,
-0.023824047297239304,
0.006921948865056038,
0.0017247252399101853,
-0.07349944114685059,
-0.052643969655036926,
0.006966430228203535,
0.00035873352317139506,
-0.03673145920038223,
0.06653189659118652,
0.06597845256328583,
0.06855010241270065,
0.08869811147451401
] |
The rollout across all 38 Randstad countries is planned to be done with
explicit attention to tailoring of recommendations to varying market positions
and business lines or concepts. The setup of automated data ingestion and
processing pipelines, and retraining pipelines drives the scalability of the
solution and its ability to keep learning from new data. It will also speed up
the integration of new strategic insights and new data sources which are
discovered by using the tool, hence further pushing the relevance of
recommended actions.
Accelerating businesses with AI technology & experts
Contact:
[email protected]
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References | scraping/output/-854568260067003203.txt | [
0.03132984787225723,
-0.03330383077263832,
-0.04643427953124046,
-0.05811507999897003,
0.05617429316043854,
-0.06142057850956917,
0.05273793265223503,
0.07584801316261292,
0.044707365334033966,
-0.04291582107543945,
0.03649849444627762,
0.02646743506193161,
0.02982258051633835,
-0.044616442173719406,
-0.042870379984378815,
0.07135359942913055,
0.028031960129737854,
-0.035668015480041504,
-0.03143835812807083,
-0.07502324134111404,
0.034878432750701904,
-0.006739303935319185,
-0.08106169104576111,
0.05160517245531082,
0.06396353244781494,
0.028214633464813232,
-0.07065947353839874,
0.0033651278354227543,
0.02958313375711441,
-0.04216519370675087,
-0.01462895330041647,
-0.04872392863035202,
0.05819302797317505,
-0.07806156575679779,
0.0018324061529710889,
-0.008000588975846767,
-0.07883612811565399,
-0.04479040950536728,
0.0655914843082428,
-0.0967865064740181,
-0.02671934850513935,
0.05108128860592842,
0.02272428758442402,
0.025028210133314133,
0.05038084834814072,
0.03880801424384117,
0.0011374230962246656,
0.029978297650814056,
-0.024261273443698883,
-0.0610869936645031,
-0.046776656061410904,
0.03823922574520111,
0.04234733432531357,
0.0268599521368742,
0.03733192756772041,
-0.052125975489616394,
-0.09353809058666229,
-0.07765643298625946,
-0.06130104511976242,
0.023116566240787506,
0.07050870358943939,
-0.06397247314453125,
-0.015405917540192604,
0.0490318164229393,
0.061429303139448166,
0.06973166763782501,
0.02456723153591156,
0.05552402883768082,
-0.0956968441605568,
-0.07206297665834427,
-0.04455101490020752,
0.07109086960554123,
-0.007082673721015453,
-0.03356191888451576,
-0.031319741159677505,
0.03824767470359802,
0.04888845607638359,
-0.05887243524193764,
0.044800687581300735,
-0.03017916902899742,
-0.09958137571811676,
-0.026480065658688545,
-0.023484069854021072,
0.02321869321167469,
-0.05902423337101936,
0.06895778328180313,
0.06290531903505325,
-0.055132314562797546,
0.09890665858983994,
-0.021991292014718056,
0.0136848920956254,
0.04318240284919739,
-0.07069917023181915,
-0.0353565588593483,
-0.03283293917775154,
-0.07077376544475555,
-0.03987177461385727,
0.047588761895895004,
0.05283621326088905,
-0.06564576923847198,
0.035312846302986145,
-0.046925801783800125,
0.1033768579363823,
-0.08118627220392227,
-0.02673044614493847,
0.0629805475473404,
0.005208923947066069,
-0.08532055467367172,
0.06554360687732697,
-0.07508572936058044,
-0.08475814014673233,
0.06637681275606155,
0.07871636003255844,
0.030084889382123947,
-0.04431406408548355,
-0.018184121698141098,
0.007801547646522522,
-0.048218388110399246,
0.04546099528670311,
0.012289218604564667,
0.09906872361898422,
-0.08917759358882904,
-0.082674041390419,
-0.10738173127174377,
-0.06466226279735565,
-0.013795007951557636,
-0.011687627993524075,
0.02680029906332493,
0.048163849860429764,
-0.009048549458384514,
0.03410922363400459,
0.02444235421717167,
0.005873816553503275,
0.04931599274277687,
0.056394800543785095,
0.09880724549293518,
-0.059709712862968445,
-0.013856071047484875,
-0.045713093131780624,
-0.05081712454557419,
-0.0326334573328495,
0.07299938797950745,
-0.012908180244266987,
-0.0022450152318924665,
0.09961965680122375,
0.07585056126117706,
0.1103878766298294,
-0.07135242968797684,
0.06566481292247772,
-0.01141206081956625,
0.08808806538581848,
-0.025767045095562935,
0.09544931352138519,
0.03400881215929985,
0.058971330523490906,
-0.0857730284333229,
-0.04805947467684746,
-0.033794403076171875,
0.042937323451042175,
0.05378035455942154,
-0.07452050596475601,
-0.05293365567922592,
-0.04097413644194603,
0.01871870458126068,
-0.040465980768203735,
0.01564013957977295,
0.028784820809960365,
0.05779881030321121,
-0.06132744997739792,
-0.04430481791496277,
-0.03776784986257553,
0.05835934728384018,
-0.0450882725417614,
0.07181306928396225,
-0.061971038579940796,
0.044872503727674484,
-0.04319463670253754,
0.010647050105035305,
0.05786925554275513,
0.036373257637023926,
-0.10093501210212708,
-0.034830205142498016,
-0.05516315996646881,
-0.06941205263137817,
-0.08103877305984497,
-0.051261574029922485,
-0.025684978812932968,
0.04702181741595268,
0.020822398364543915,
-0.04704154655337334,
0.010228291153907776,
0.04353371262550354,
-0.06769473105669022,
-0.10927292704582214,
-0.017136601731181145,
0.0593925341963768,
-0.005390629172325134,
0.034073419868946075,
0.05143929645419121,
0.08764155209064484,
0.035890113562345505,
-0.035102684050798416,
0.052186980843544006,
0.037539079785346985,
0.032173898071050644,
-0.009991909377276897,
-0.03358349949121475,
0.05896005406975746,
-0.01069052703678608,
0.03309820964932442,
0.038250744342803955,
-0.06959299743175507,
-0.04676119610667229,
0.03868339583277702,
0.024175718426704407,
-0.03924359753727913,
0.01860205829143524,
0.08470983803272247,
-0.02800654247403145,
0.061371129006147385,
0.04412272572517395,
0.010395108722150326,
0.06845712661743164,
-0.046929240226745605,
-0.016321394592523575,
0.01718045398592949,
0.07238442450761795,
-0.08784381300210953,
-0.042822834104299545,
0.05715344101190567,
-0.029350239783525467,
-0.012138419784605503,
-0.0651937946677208,
-0.043830085545778275,
-0.01910223811864853,
-0.04420342668890953,
-0.0002607727947179228,
0.06097719818353653,
0.04172766953706741,
-0.08869732916355133,
-0.08166856318712234,
-0.030039295554161072,
0.04033668339252472,
-0.056884411722421646,
0.0682593509554863,
0.0059378137812018394,
-0.013821297325193882,
0.03331537917256355,
-0.00995036493986845,
0.031252171844244,
0.026853878051042557,
-0.03931593894958496,
-0.0025341715663671494,
-0.027711689472198486,
-0.04960177093744278,
0.05957457423210144,
0.04622058942914009,
0.06468620896339417,
-0.08588895946741104,
0.02226874604821205,
0.025219663977622986,
-0.03760819509625435,
0.050457458943128586,
0.04010002687573433,
-0.002647040644660592,
-0.04276372864842415,
-0.005146079696714878,
-0.02779541164636612,
-0.05686679854989052,
-0.03001079149544239,
-0.07096506655216217,
0.05448553338646889,
0.028584644198417664,
-0.01753014326095581,
-0.031505174934864044,
-0.03087395615875721,
0.0009312531328760087,
0.03931381553411484,
-0.02810429036617279,
-0.02296426333487034,
0.09556397795677185,
-0.01891464740037918,
0.04080793634057045,
0.061456792056560516,
0.030820120126008987,
-0.006088850554078817,
-0.015665819868445396,
0.09222903847694397,
-0.021073192358016968,
-0.05298323556780815,
-0.02887682616710663,
-0.042365994304418564,
0.02684861794114113,
0.010014347732067108,
0.08304516226053238,
0.04706025868654251,
-0.0015734646003693342,
0.028878135606646538,
-0.023486603051424026,
0.03774517774581909,
-0.03911500424146652,
-0.01760234870016575,
0.048567865043878555,
0.06831283867359161,
-0.05658368393778801,
0.018635017797350883,
0.01349509134888649,
0.04685705900192261,
0.0394974909722805,
0.030161883682012558,
0.028621593490242958,
0.050886671990156174,
-0.029641909524798393,
0.0037794511299580336,
0.052701473236083984,
0.11705203354358673,
0.005855899304151535,
0.031239014118909836,
-0.11704736202955246,
-0.03319057077169418,
-0.04116280376911163,
-0.056930623948574066,
-0.022930925711989403,
-0.08182591199874878,
0.06458404660224915,
0.09124764055013657,
-0.07073860615491867,
-0.04160023480653763,
0.01861543022096157,
-0.007703500799834728,
0.015364785678684711,
-0.05559878423810005,
-0.03522687032818794,
0.052804648876190186,
-0.06539490073919296,
-0.024891681969165802,
-0.005310962907969952,
0.050335630774497986,
-0.08798886090517044,
-0.08115899562835693,
0.05425351485610008,
0.00540408119559288,
-0.053960688412189484,
0.02026612125337124,
-0.03642067313194275,
-0.01930701732635498,
0.028247131034731865,
-0.026955321431159973,
-0.030230039730668068,
0.007698415778577328,
0.03725499287247658,
-0.07666502892971039,
0.013729417696595192,
0.036182574927806854,
-0.05790518969297409,
0.05423324555158615,
-0.052537787705659866,
-0.051245398819446564,
0.06553416699171066,
0.06731761991977692,
-0.05429655313491821,
-0.053243640810251236,
0.05179337039589882,
0.03372763469815254,
0.04658497869968414,
0.032385699450969696,
-0.007127490825951099,
0.003410125384107232,
0.01706988736987114,
-0.01749957539141178,
0.04933485388755798,
0.06351259350776672,
-0.04279004782438278,
0.02078583836555481,
0.016068516299128532,
-0.0764007717370987,
-0.05580080300569534,
0.02136586792767048,
-0.014744711108505726,
-0.054037075489759445,
0.013226927258074284,
0.06013062223792076,
0.019647875800728798,
0.05804426223039627
] |
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/-854568260067003203.txt | [
0.013621589168906212,
-0.02148696593940258,
-0.031083742156624794,
-0.04486675187945366,
0.04013410583138466,
-0.062043678015470505,
0.07488801330327988,
0.1003735139966011,
0.048068657517433167,
-0.030610088258981705,
0.054723214358091354,
0.05536283925175667,
0.049547888338565826,
-0.0217316672205925,
-0.03129119053483009,
0.04952046647667885,
0.02541320025920868,
-0.036634888499975204,
-0.059523534029722214,
-0.05092005059123039,
0.008694067597389221,
0.010340070351958275,
-0.07408161461353302,
0.0569101981818676,
0.07260122895240784,
0.057661619037389755,
-0.021365653723478317,
0.00016583518299739808,
0.05517280101776123,
-0.04320581629872322,
-0.045085471123456955,
-0.05041824281215668,
0.0605737641453743,
-0.08730407059192657,
0.04747973755002022,
0.027792230248451233,
-0.05429244786500931,
-0.031293775886297226,
0.041901588439941406,
-0.08950445801019669,
-0.007675948552787304,
-0.004073380958288908,
0.011318420059978962,
0.05704982578754425,
0.010716293938457966,
0.0563136488199234,
-0.02877025492489338,
0.02907571569085121,
-0.01770521141588688,
-0.019756507128477097,
-0.057904016226530075,
0.04803454875946045,
0.002347169443964958,
0.04810917750000954,
0.06310399621725082,
-0.07043030112981796,
-0.08449869602918625,
-0.06173010915517807,
-0.06186407804489136,
0.04123852401971817,
0.05648401379585266,
-0.07862705737352371,
0.028101187199354172,
0.04169534891843796,
0.08395754545927048,
0.07894052565097809,
0.036206845194101334,
0.04150848090648651,
-0.07974732667207718,
-0.04854871705174446,
-0.06304871290922165,
0.07221779227256775,
0.005239549558609724,
-0.07035326212644577,
-0.005592506844550371,
0.039554446935653687,
0.05025147274136543,
-0.05729065462946892,
0.016041118651628494,
-0.03449259698390961,
-0.05867345258593559,
-0.03835989534854889,
-0.045742861926555634,
0.03655961900949478,
-0.05849786847829819,
0.051822856068611145,
0.04788026958703995,
-0.057998497039079666,
0.04878418147563934,
-0.04777897149324417,
0.05389310419559479,
0.06333990395069122,
-0.0862109512090683,
-0.06648115068674088,
-0.0404050275683403,
-0.07291802018880844,
-0.032600101083517075,
0.056101709604263306,
0.03514698147773743,
-0.05263447389006615,
0.058907121419906616,
-0.07167797535657883,
0.04893286153674126,
-0.05449558421969414,
-0.04544240981340408,
0.04826457053422928,
0.019989540800452232,
-0.07762311398983002,
0.061337992548942566,
-0.0684569701552391,
-0.05673237517476082,
0.05548962578177452,
0.08405839651823044,
0.08108693361282349,
-0.06080358475446701,
-0.03469140827655792,
-0.00896279513835907,
-0.080295629799366,
0.01988682709634304,
-0.017252391204237938,
0.07769137620925903,
-0.04138145223259926,
-0.059513308107852936,
-0.07866223901510239,
-0.04881810024380684,
-0.037769682705402374,
0.010732804425060749,
0.043321482837200165,
-0.011983392760157585,
0.033841323107481,
0.029673729091882706,
0.052181728184223175,
0.020298952236771584,
0.08377217501401901,
0.07338406890630722,
0.08276203274726868,
-0.06946415454149246,
-0.013333294540643692,
-0.03457694500684738,
-0.03750135749578476,
-0.03857474774122238,
0.059631362557411194,
-0.035764772444963455,
0.05614643543958664,
0.06972195953130722,
0.016661018133163452,
0.0988241508603096,
-0.0428851917386055,
0.05790536478161812,
-0.0030557361897081137,
0.09004921466112137,
-0.03425520658493042,
0.09713121503591537,
0.06368198990821838,
0.06510235369205475,
-0.06554348766803741,
-0.043092403560876846,
-0.023004774004220963,
0.04420873895287514,
0.05339033156633377,
-0.055961910635232925,
-0.04623968154191971,
-0.05311525985598564,
-0.018859410658478737,
-0.05131308734416962,
-0.0318039171397686,
0.018005426973104477,
0.06806495785713196,
-0.0614706426858902,
-0.05716889351606369,
-0.03760739415884018,
0.046139251440763474,
-0.04619929939508438,
0.09066170454025269,
-0.025486784055829048,
0.044344790279865265,
-0.06284283101558685,
0.0476299487054348,
0.059196844696998596,
0.039808884263038635,
-0.038641203194856644,
-0.0528029203414917,
-0.06728138774633408,
-0.04344716668128967,
-0.07383402436971664,
-0.060084018856287,
-0.05560187250375748,
0.029546398669481277,
0.04386472329497337,
-0.033559396862983704,
0.00043659182847477496,
0.0458870492875576,
-0.06457006186246872,
-0.06622269749641418,
-0.04190661385655403,
0.02295316755771637,
-0.03689464554190636,
0.07531813532114029,
0.06093701347708702,
0.030610840767621994,
0.002237673383206129,
-0.013397688046097755,
0.08268936723470688,
0.05416962504386902,
0.048064034432172775,
-0.019361693412065506,
-0.03266773745417595,
0.04606647789478302,
-0.06199484318494797,
0.05369284003973007,
0.06065719574689865,
-0.04319712519645691,
-0.03784756362438202,
0.038444843143224716,
-0.0042890748009085655,
-0.03246484696865082,
0.042869456112384796,
0.09233014285564423,
-0.05146610364317894,
0.03835446387529373,
0.01833852380514145,
-0.02840103954076767,
0.03332361578941345,
-0.08327002078294754,
-0.014105875976383686,
0.02535756677389145,
0.0451025553047657,
-0.07253219187259674,
-0.03113490156829357,
0.0511079840362072,
-0.023892244324088097,
-0.05233681946992874,
-0.06340239197015762,
-0.08148562163114548,
-0.06203612685203552,
-0.05827577784657478,
-0.02352619729936123,
0.05171209201216698,
0.07352925091981888,
-0.05736945569515228,
-0.06847908347845078,
-0.050332311540842056,
0.03076583705842495,
-0.059598177671432495,
0.03816273435950279,
-0.03954450413584709,
-0.020775381475687027,
0.015131733380258083,
-0.012818656861782074,
0.028569601476192474,
0.013682820834219456,
-0.03894437476992607,
-0.02819802425801754,
-0.034564681351184845,
-0.05893593281507492,
0.05450718104839325,
0.04253765195608139,
0.07627394795417786,
-0.05797219276428223,
0.040304966270923615,
0.015950357541441917,
-0.04127150774002075,
0.08794144541025162,
0.04974056035280228,
0.03913509473204613,
0.022085901349782944,
-0.01937493495643139,
-0.05733285844326019,
-0.039324235171079636,
-0.05183523893356323,
-0.05936382710933685,
0.07090646028518677,
0.030873697251081467,
-0.04854510724544525,
-0.0629018247127533,
-0.018650135025382042,
-0.0006724749109707773,
0.06899508833885193,
-0.06526999920606613,
-0.055337537080049515,
0.07079549878835678,
0.009515088051557541,
0.05535506457090378,
0.065933458507061,
0.052385080605745316,
-0.023971809074282646,
0.007631654851138592,
0.05544474720954895,
-0.0555964894592762,
-0.06019437685608864,
-0.022622747346758842,
-0.048224981874227524,
0.034667257219552994,
-0.03704367205500603,
0.06827244907617569,
0.03873992711305618,
-0.0020518635865300894,
0.06837586313486099,
-0.03429502248764038,
0.051404666155576706,
-0.03247459605336189,
-0.018182355910539627,
0.054665956646203995,
0.06778179109096527,
-0.0472978800535202,
0.03445155546069145,
0.013113915920257568,
0.017935289070010185,
0.028264043852686882,
0.019826846197247505,
0.050464928150177,
0.06364819407463074,
-0.05726705491542816,
-0.02212374098598957,
0.025066066533327103,
0.07313460111618042,
-0.005420728586614132,
0.05801765248179436,
-0.10756800323724747,
-0.04919561743736267,
-0.026019662618637085,
-0.02002151682972908,
0.012220778502523899,
-0.08101563155651093,
0.05394051969051361,
0.06795486807823181,
-0.08698360621929169,
-0.03678610175848007,
0.04155657812952995,
0.017513714730739594,
-0.0039585670456290245,
-0.041771918535232544,
-0.042340245097875595,
0.049418624490499496,
-0.06734476238489151,
-0.052374135702848434,
-0.012925965711474419,
0.04491099715232849,
-0.06995172053575516,
-0.07342294603586197,
0.025981804355978966,
0.024923518300056458,
-0.07155603915452957,
0.02952355518937111,
-0.04874306544661522,
-0.049022551625967026,
0.07629904896020889,
-0.02339899353682995,
-0.030748456716537476,
0.022868584841489792,
0.09056977927684784,
-0.09716499596834183,
0.029773319140076637,
0.04616166651248932,
-0.06470362842082977,
0.05295349657535553,
-0.046858418732881546,
-0.02437320351600647,
0.08804170787334442,
0.07981955260038376,
-0.06119668111205101,
-0.04908564314246178,
0.037150006741285324,
0.04802000895142555,
0.014648513868451118,
0.064570352435112,
-0.02947879768908024,
-0.010180945508182049,
0.021160488948225975,
-0.028245650231838226,
0.08191962540149689,
0.0783783346414566,
-0.038838427513837814,
-0.003327012062072754,
-0.010865782387554646,
-0.04545186832547188,
-0.03989794850349426,
0.019857509061694145,
-0.03464070335030556,
-0.03617686778306961,
0.045783594250679016,
0.03824009373784065,
0.009624708443880081,
0.03750297427177429
] |
Computer vision
MLOps
People
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
# Thomas Janssens
Computer vision
MLOps
People
Visit my LinkedIn profile
Our know-how
## Related posts
Placeholder tag
Know your unknowns: a short primer on uncertainty in machine learning
How to approach uncertainty in machine learning : forecasting, regression and
classification models.
September 19, 2022
By
Thomas Janssens
Placeholder tag | scraping/output/-731701728420759485.txt | [
0.03371734172105789,
-0.05237770453095436,
-0.0472215935587883,
-0.036215413361787796,
0.046357281506061554,
-0.04132622852921486,
0.05253210663795471,
0.09472966939210892,
0.03915797919034958,
0.015251937322318554,
0.015088092535734177,
0.015278014354407787,
0.039968252182006836,
-0.054261475801467896,
-0.024564126506447792,
0.04982176795601845,
0.014879884198307991,
-0.03345435857772827,
-0.03614821657538414,
-0.09614420682191849,
-0.007607046514749527,
0.027239317074418068,
-0.03917192295193672,
0.061809152364730835,
0.0772532969713211,
0.05444100871682167,
-0.04075690731406212,
0.013540697284042835,
0.03948159143328667,
-0.018005086109042168,
0.0045836870558559895,
-0.0755000114440918,
0.04087718203663826,
-0.08580893278121948,
0.029053891077637672,
-0.013598748482763767,
-0.022156186401844025,
-0.026110809296369553,
0.04427522048354149,
-0.09172636270523071,
-0.011195739731192589,
0.020235199481248856,
0.009567588567733765,
0.04149637743830681,
0.04904445633292198,
0.02613900974392891,
-0.019996214658021927,
0.006542405113577843,
-0.046163611114025116,
-0.052994709461927414,
-0.05659005418419838,
0.035596076399087906,
-0.0007626803126186132,
0.027933871373534203,
0.05319693312048912,
-0.08385297656059265,
-0.036241330206394196,
-0.07028377801179886,
-0.047498371452093124,
0.03196980059146881,
0.06796401739120483,
-0.08559878915548325,
-0.023511482402682304,
0.054523766040802,
0.0727829858660698,
0.0840911790728569,
-0.0035167562309652567,
0.013425085693597794,
-0.09526126831769943,
-0.07173844426870346,
-0.057393431663513184,
0.09840767085552216,
0.019735658541321754,
-0.0621102899312973,
-0.026219427585601807,
0.01650889962911606,
0.012222346849739552,
-0.04385549575090408,
0.05546135827898979,
-0.047855179756879807,
-0.01793808676302433,
-0.007475257385522127,
-0.03884100914001465,
0.009542002342641354,
-0.08935333788394928,
0.07668761163949966,
0.050850000232458115,
-0.05171018838882446,
0.08302145451307297,
-0.051642220467329025,
0.014311356469988823,
0.06577718257904053,
-0.061805497854948044,
-0.03772592172026634,
-0.0023688371293246746,
-0.08213942497968674,
-0.04076303914189339,
0.0587165430188179,
0.03564424067735672,
-0.0582958348095417,
0.05508485436439514,
-0.045334409922361374,
0.11224047839641571,
-0.06225631758570671,
-0.059715159237384796,
0.052528660744428635,
0.01552470214664936,
-0.07092294842004776,
0.02291586622595787,
-0.09970390051603317,
-0.06556191295385361,
0.08871529996395111,
0.0803639367222786,
0.06154819205403328,
-0.05032992362976074,
-0.01138755027204752,
-0.027231082320213318,
-0.026562394574284554,
0.04383271187543869,
-0.03385564684867859,
0.11987156420946121,
-0.08921191841363907,
-0.08395642042160034,
-0.0759398490190506,
-0.029267825186252594,
-0.03629215806722641,
0.006400587502866983,
0.052894070744514465,
-0.012378181330859661,
0.021329913288354874,
0.006091940216720104,
-0.005414449144154787,
0.018120137974619865,
0.05522065982222557,
0.08305627107620239,
0.07683789730072021,
-0.08845371007919312,
0.017708556726574898,
-0.05303092300891876,
-0.07472091913223267,
-0.023971838876605034,
0.039996594190597534,
-0.00813228264451027,
0.02333010360598564,
0.041590865701436996,
0.020281365141272545,
0.11000227928161621,
-0.0635688379406929,
0.044975366443395615,
-0.038327910006046295,
0.0806792825460434,
-0.04630377143621445,
0.06099938973784447,
0.03842785209417343,
0.04551054164767265,
-0.049130652099847794,
-0.0732935443520546,
-0.05194225534796715,
0.018350750207901,
0.04378894716501236,
-0.06636112183332443,
-0.05237818509340286,
-0.008549267426133156,
0.018021082505583763,
-0.05997011438012123,
-0.030972229316830635,
0.05070766061544418,
0.04605374485254288,
-0.03648091480135918,
-0.05542103201150894,
-0.05944078415632248,
0.026752781122922897,
-0.07611152529716492,
0.04970967397093773,
-0.01493049506098032,
0.03883763402700424,
-0.0724652111530304,
0.060720086097717285,
0.044641248881816864,
0.05450226739048958,
-0.05873129144310951,
-0.004772895481437445,
-0.07811377197504044,
-0.06682907044887543,
-0.0657622292637825,
-0.0836193785071373,
0.0019932833965867758,
0.010236655361950397,
0.026254480704665184,
-0.07016552239656448,
-0.010012010112404823,
0.04510534182190895,
-0.04067458584904671,
-0.07070079445838928,
-0.016484886407852173,
0.08009699732065201,
-0.031697556376457214,
0.04764802008867264,
0.042334843426942825,
0.05604620277881622,
-0.000864726142026484,
-0.03385293856263161,
0.02489449456334114,
0.05509297177195549,
0.07787202298641205,
0.022205745801329613,
-0.020862657576799393,
0.05780067667365074,
-0.025915563106536865,
0.041860468685626984,
0.05108077824115753,
-0.051666706800460815,
-0.00259184162132442,
0.036055903881788254,
-0.003361376002430916,
-0.035589806735515594,
0.028973912820219994,
0.09674344211816788,
-0.0360851027071476,
0.040693480521440506,
0.025752270594239235,
-0.033187054097652435,
0.03720775246620178,
-0.07382233440876007,
-0.010474242269992828,
0.06171241030097008,
0.057813819497823715,
-0.05160629376769066,
-0.05000004172325134,
0.031629450619220734,
-0.034724850207567215,
-0.042136501520872116,
-0.03905818983912468,
-0.07464868575334549,
-0.01270603109151125,
-0.06362258642911911,
-0.030652163550257683,
0.003782453015446663,
0.08288917690515518,
-0.047161947935819626,
-0.0752914771437645,
-0.05075094476342201,
0.05203527212142944,
-0.06329818069934845,
0.06368111819028854,
-0.05791260302066803,
0.011185240000486374,
0.01758606918156147,
-0.031957753002643585,
0.02387261390686035,
0.06061624735593796,
-0.007062986027449369,
-0.03722379729151726,
-0.032537467777729034,
-0.06201411411166191,
0.08068928122520447,
0.06743902713060379,
0.06993164122104645,
-0.06741338968276978,
0.042364344000816345,
0.005035948473960161,
-0.01797032356262207,
0.08558470755815506,
0.04268692061305046,
0.030366117134690285,
0.022896889597177505,
-0.03545645624399185,
-0.043122079223394394,
-0.03741643950343132,
-0.034600190818309784,
-0.07000938802957535,
0.023831602185964584,
0.01895981654524803,
-0.006378891412168741,
-0.05330884829163551,
-0.01609683595597744,
0.021645350381731987,
0.08177951723337173,
-0.038345832377672195,
-0.04845723137259483,
0.06619570404291153,
-0.012546752579510212,
0.03194378316402435,
0.02128734067082405,
0.005065419245511293,
-0.010446014814078808,
-0.010210991837084293,
0.07527217268943787,
-0.05092082917690277,
-0.050958987325429916,
-0.006089231465011835,
-0.0630660355091095,
0.0276238601654768,
-0.01834690012037754,
0.09816226363182068,
0.05111023783683777,
-0.004555293824523687,
0.06535151600837708,
-0.0689324215054512,
0.036267559975385666,
0.014859150163829327,
-0.01595672406256199,
0.039957400411367416,
0.08787140250205994,
-0.06931990385055542,
0.022938549518585205,
0.020192131400108337,
0.0478106290102005,
0.03464058041572571,
0.045859161764383316,
0.059794407337903976,
0.030747929587960243,
-0.028683777898550034,
-0.013646894134581089,
0.010804124176502228,
0.08691957592964172,
-0.02385716512799263,
0.03912174329161644,
-0.09371121227741241,
-0.06411052495241165,
-0.048788271844387054,
-0.07395511865615845,
-0.024073034524917603,
-0.0914633497595787,
0.02275724895298481,
0.0618317648768425,
-0.08806857466697693,
-0.03312733769416809,
0.06638665497303009,
0.005929992068558931,
0.027933476492762566,
-0.02884395234286785,
-0.01428986620157957,
0.04433858394622803,
-0.04672323912382126,
-0.03624464198946953,
0.003794522723183036,
0.06445921957492828,
-0.07727818191051483,
-0.05008004233241081,
0.01896703988313675,
0.0024739326909184456,
-0.06831306964159012,
0.06467066705226898,
-0.014941011555492878,
-0.03292759880423546,
0.09308896213769913,
-0.029972292482852936,
-0.05633549392223358,
0.06548947840929031,
0.10843663662672043,
-0.06315580755472183,
0.029565490782260895,
0.057490620762109756,
-0.07507356256246567,
0.05477343872189522,
-0.03350423276424408,
-0.02451164461672306,
0.0811472088098526,
0.05467279255390167,
-0.049934010952711105,
-0.04006857052445412,
0.055163394659757614,
0.03994784504175186,
0.018640823662281036,
0.055780231952667236,
-0.024427520111203194,
0.009314702823758125,
0.04638596251606941,
-0.00014979508705437183,
0.07338404655456543,
0.0690150111913681,
-0.03776939958333969,
0.01709003373980522,
-0.033089250326156616,
-0.06426052004098892,
-0.0439947135746479,
0.020324334502220154,
-0.04115013778209686,
-0.03918006271123886,
0.024367647245526314,
0.07690641283988953,
0.015147319994866848,
0.0782323032617569
] |
How to approach uncertainty in machine learning : forecasting, regression and
classification models.
September 19, 2022
By
Thomas Janssens
Placeholder tag
How to effectively label images for computer vision projects ?
In this blogpost we cover the most important aspects of tackling a computer
vision problem by labeling your own data.
March 22, 2023
By
Thomas Janssens
Large Language Model
Foundation Models
Corporate
People
Structured Data
Chat GPT
Sustainability
Voice & Sound
Front-End Development
Data Protection & Security
Responsible/ Ethical AI
Infrastructure
Hardware & sensors
MLOps
Generative AI
Natural language processing
Computer vision
Accelerating businesses with AI technology & experts
Contact:
[email protected]
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services | scraping/output/-731701728420759485.txt | [
0.05450984835624695,
-0.055379681289196014,
-0.030131138861179352,
-0.03663816675543785,
0.04632103815674782,
-0.05475302040576935,
0.06942437589168549,
0.096647709608078,
0.029968490824103355,
-0.011187727563083172,
0.02545807883143425,
0.0221013855189085,
0.05226297676563263,
-0.06340622156858444,
-0.015928035601973534,
0.03547253459692001,
0.03334031254053116,
-0.02998138964176178,
-0.04616614058613777,
-0.09159590303897858,
-0.0007174327038228512,
0.01912730559706688,
-0.03687361627817154,
0.04823916777968407,
0.06565258651971817,
0.06785614788532257,
-0.04130237177014351,
-0.011084513738751411,
0.012390349991619587,
-0.03101332113146782,
-0.000965647108387202,
-0.07009324431419373,
0.05428929254412651,
-0.05615844577550888,
0.030905723571777344,
-0.017583832144737244,
-0.042134035378694534,
-0.015438069589436054,
0.049809377640485764,
-0.09525009989738464,
0.003460588864982128,
0.0472138449549675,
0.029690591618418694,
0.0428960844874382,
0.033144328743219376,
0.048454251140356064,
-0.02555975690484047,
0.01593366265296936,
-0.0438813790678978,
-0.0356888622045517,
-0.052520982921123505,
0.04875408485531807,
0.008322851732373238,
0.01830306090414524,
0.0601896271109581,
-0.07113584876060486,
-0.047625333070755005,
-0.06742092967033386,
-0.061172470450401306,
0.03468945622444153,
0.05665864050388336,
-0.10089550912380219,
-0.029331685975193977,
0.06338933855295181,
0.07756023854017258,
0.08133018016815186,
0.013891834765672684,
-0.00416121631860733,
-0.08787374943494797,
-0.07033684849739075,
-0.06369820237159729,
0.0885450541973114,
0.0022966095712035894,
-0.08412199467420578,
-0.02080087549984455,
0.031015165150165558,
0.001120707136578858,
-0.03157573193311691,
0.04249497503042221,
-0.04871763288974762,
-0.03151945024728775,
-0.004514751490205526,
-0.031720250844955444,
0.03353156894445419,
-0.07392728328704834,
0.07273177057504654,
0.05597590282559395,
-0.06508204340934753,
0.08822018653154373,
-0.038641225546598434,
0.004331663716584444,
0.07450120151042938,
-0.061794672161340714,
-0.040733564645051956,
-0.019675860181450844,
-0.060904450714588165,
-0.036762189120054245,
0.0554935596883297,
0.07230547070503235,
-0.03207538276910782,
0.04781971126794815,
-0.031503818929195404,
0.09965810179710388,
-0.05249098315834999,
-0.046515077352523804,
0.05087662115693092,
0.029695596545934677,
-0.06927215307950974,
0.018752839416265488,
-0.09022249281406403,
-0.06313516944646835,
0.09137801080942154,
0.08335252106189728,
0.05079897120594978,
-0.053747814148664474,
-0.026039959862828255,
-0.040670592337846756,
-0.010750592686235905,
0.05350713059306145,
-0.006425202824175358,
0.10998202115297318,
-0.06589731574058533,
-0.07255029678344727,
-0.05150473490357399,
-0.02050020545721054,
-0.038143228739500046,
0.004132152535021305,
0.0652543157339096,
0.007048490922898054,
0.004119458608329296,
0.001902015064842999,
-0.00030919635901227593,
0.015950454398989677,
0.059309374541044235,
0.06934728473424911,
0.08089899271726608,
-0.0783187597990036,
0.009042460471391678,
-0.06742095947265625,
-0.053920894861221313,
-0.0137008186429739,
0.03411853685975075,
-0.013845889829099178,
0.027970900759100914,
0.081663578748703,
0.01594270020723343,
0.10281260311603546,
-0.07320800423622131,
0.06127598509192467,
-0.018861927092075348,
0.08031173050403595,
-0.023151934146881104,
0.052524417638778687,
0.03131178021430969,
0.05382031947374344,
-0.03996620699763298,
-0.04959885776042938,
-0.0531611368060112,
0.016500474885106087,
0.05061781406402588,
-0.0702090635895729,
-0.062308985739946365,
-0.018607430160045624,
0.004219892434775829,
-0.042659953236579895,
-0.01666792668402195,
0.030105488374829292,
0.040716707706451416,
-0.036648862063884735,
-0.04320605844259262,
-0.0804668515920639,
0.03546920046210289,
-0.06474339962005615,
0.05186695605516434,
-0.03314332291483879,
0.03693505749106407,
-0.06018070504069328,
0.061447788029909134,
0.07166976481676102,
0.05314569175243378,
-0.0578564889729023,
-0.024524861946702003,
-0.07820705324411392,
-0.07041150331497192,
-0.06315157562494278,
-0.07708891481161118,
0.0029257284477353096,
-0.0007036274182610214,
0.019861960783600807,
-0.05016428604722023,
0.0044436282478272915,
0.03503027930855751,
-0.040327832102775574,
-0.07882507145404816,
-0.01793213002383709,
0.07795559614896774,
-0.03658301383256912,
0.04389432445168495,
0.034073516726493835,
0.054903268814086914,
-0.005036088638007641,
-0.038494329899549484,
0.012654214166104794,
0.06814512610435486,
0.09567882120609283,
0.020944010466337204,
-0.014491721987724304,
0.05412561446428299,
-0.034253813326358795,
0.049872953444719315,
0.05594630166888237,
-0.053948432207107544,
-0.0020498926751315594,
0.06169157102704048,
-0.007813859730958939,
-0.042229700833559036,
0.039307188242673874,
0.10573144257068634,
-0.02365323342382908,
0.0551278218626976,
0.03456113487482071,
-0.03320329636335373,
0.05825728550553322,
-0.08274667710065842,
-0.008656008169054985,
0.07077927142381668,
0.05853788182139397,
-0.05195535719394684,
-0.028544984757900238,
0.014059282839298248,
-0.05891425162553787,
-0.033688366413116455,
-0.04351124167442322,
-0.08225445449352264,
-0.025016866624355316,
-0.04595274478197098,
-0.052338857203722,
-0.0153674790635705,
0.08029342442750931,
-0.029946094378829002,
-0.06529557704925537,
-0.0778677836060524,
0.021079393103718758,
-0.03769798204302788,
0.06345021724700928,
-0.052605219185352325,
0.008731063455343246,
0.021122297272086143,
-0.030467962846159935,
0.03076407127082348,
0.04757331311702728,
-0.015719907358288765,
-0.03114447183907032,
-0.014325923286378384,
-0.06371848285198212,
0.08436419814825058,
0.06324253231287003,
0.04981661215424538,
-0.06524789333343506,
0.034518592059612274,
0.0171778853982687,
0.0048994338139891624,
0.08194876462221146,
0.027938751503825188,
0.02763226628303528,
-0.002153194509446621,
-0.03416840359568596,
-0.03202977031469345,
-0.04302150756120682,
-0.04723658040165901,
-0.06248961016535759,
0.023594016209244728,
-0.00019087325199507177,
-0.014472189359366894,
-0.052194491028785706,
-0.037756577134132385,
0.01877591758966446,
0.1001773327589035,
-0.05050145462155342,
-0.04186680540442467,
0.073703832924366,
-0.008081651292741299,
0.042003121227025986,
0.0036660218611359596,
0.01404646597802639,
-0.007315667811781168,
0.002430175431072712,
0.08874357491731644,
-0.041447799652814865,
-0.046081673353910446,
-0.04216459020972252,
-0.05774293839931488,
0.011170696467161179,
-0.009084434248507023,
0.08083400875329971,
0.04148786514997482,
-0.03253183513879776,
0.07060264050960541,
-0.06518616527318954,
0.017718607559800148,
0.006296695675700903,
-0.024636315181851387,
0.030619928613305092,
0.10295482724905014,
-0.07259638607501984,
0.020402543246746063,
0.0011414518812671304,
0.03964525833725929,
0.04566444456577301,
0.0422712042927742,
0.05865621939301491,
0.028276635333895683,
-0.049057040363550186,
-0.01592513918876648,
0.005772765725851059,
0.05892810598015785,
-0.023765744641423225,
0.07188012450933456,
-0.12225866317749023,
-0.057250529527664185,
-0.04528265818953514,
-0.08809499442577362,
-0.03528990224003792,
-0.10051391273736954,
0.044248227030038834,
0.06557300686836243,
-0.09068219363689423,
-0.004982561804354191,
0.07017912715673447,
-0.01406470499932766,
0.02695685811340809,
-0.02909782901406288,
-0.030293185263872147,
0.028432050719857216,
-0.03500159829854965,
-0.037401922047138214,
0.015537998639047146,
0.062234461307525635,
-0.07395535707473755,
-0.03350108861923218,
0.012030933983623981,
-0.007993452250957489,
-0.05500900000333786,
0.04949907585978508,
-0.0308780986815691,
-0.04483716934919357,
0.0850655809044838,
-0.04261596500873566,
-0.07233607023954391,
0.03307432681322098,
0.13183662295341492,
-0.056265443563461304,
0.011731610633432865,
0.06608638912439346,
-0.07431354373693466,
0.041371751576662064,
-0.032373372465372086,
-0.014845473691821098,
0.07950194925069809,
0.0717105120420456,
-0.057697843760252,
-0.031246034428477287,
0.053826067596673965,
0.0328974574804306,
0.027438387274742126,
0.06756380945444107,
-0.03900880366563797,
0.007185375317931175,
0.03167008236050606,
0.0004997611395083368,
0.096511609852314,
0.06225287914276123,
-0.023030513897538185,
0.014360608533024788,
-0.022007809951901436,
-0.061922479420900345,
-0.05490131303668022,
0.008109115064144135,
-0.0648614689707756,
-0.05086845904588699,
0.02047782577574253,
0.030551116913557053,
-0.005704271141439676,
0.06787169724702835
] |
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/-731701728420759485.txt | [
0.011887002736330032,
-0.019043102860450745,
-0.027456941083073616,
-0.045866843312978745,
0.037627898156642914,
-0.05721539258956909,
0.0641404241323471,
0.10131414979696274,
0.05475594848394394,
-0.025892823934555054,
0.06428021192550659,
0.05204171687364578,
0.048060305416584015,
-0.023868875578045845,
-0.02971181645989418,
0.05236975476145744,
0.02741837687790394,
-0.04006097465753555,
-0.06422869861125946,
-0.060701992362737656,
0.0010628225281834602,
0.006578744854778051,
-0.06362169981002808,
0.05009442940354347,
0.0683336853981018,
0.05568792298436165,
-0.028279945254325867,
0.01301315426826477,
0.05015106126666069,
-0.033106088638305664,
-0.05233162268996239,
-0.04211536422371864,
0.06156689673662186,
-0.08112741261720657,
0.048161186277866364,
0.02766462229192257,
-0.0524643212556839,
-0.03210889920592308,
0.03437666967511177,
-0.09290400892496109,
-0.007018183823674917,
0.009673446416854858,
0.013824974186718464,
0.05588644742965698,
0.001953809754922986,
0.05423096567392349,
-0.020447419956326485,
0.029658373445272446,
-0.007696548476815224,
-0.01891995593905449,
-0.06098742038011551,
0.04820959270000458,
-0.006029730197042227,
0.05309875309467316,
0.06885220855474472,
-0.06019618362188339,
-0.10247395932674408,
-0.07072396576404572,
-0.055417947471141815,
0.04655543714761734,
0.054060451686382294,
-0.09159033000469208,
0.03578263893723488,
0.04322962090373039,
0.08225439488887787,
0.07746677845716476,
0.03167276084423065,
0.04295100271701813,
-0.08888161182403564,
-0.05380886420607567,
-0.07637601345777512,
0.05930807814002037,
0.012715443968772888,
-0.06688964366912842,
-0.0016965667018666863,
0.043868158012628555,
0.0384930782020092,
-0.07318390160799026,
0.024428516626358032,
-0.035696085542440414,
-0.05772734805941582,
-0.04804438352584839,
-0.04584848880767822,
0.0331612266600132,
-0.05933119356632233,
0.05249150097370148,
0.04916377738118172,
-0.06364363431930542,
0.0557282380759716,
-0.04737106338143349,
0.04494050145149231,
0.04639001563191414,
-0.08932572603225708,
-0.058494556695222855,
-0.035471606999635696,
-0.0749882236123085,
-0.025532599538564682,
0.05089692771434784,
0.027522685006260872,
-0.04907790571451187,
0.060095854103565216,
-0.07428177446126938,
0.07054022699594498,
-0.06682652980089188,
-0.04621991887688637,
0.05277633294463158,
0.03154542297124863,
-0.07722490280866623,
0.06818744540214539,
-0.07498452067375183,
-0.05040256306529045,
0.05467849224805832,
0.08760984241962433,
0.08265689015388489,
-0.06796110421419144,
-0.035220153629779816,
-0.013339349068701267,
-0.0713958665728569,
0.02142646163702011,
-0.01596440188586712,
0.08862382918596268,
-0.034509629011154175,
-0.06783138960599899,
-0.07178246974945068,
-0.037922900170087814,
-0.03464370220899582,
0.006212619133293629,
0.028058545663952827,
-0.009040124714374542,
0.02490788698196411,
0.02557750791311264,
0.04871634393930435,
0.02011466771364212,
0.0876171737909317,
0.07558440417051315,
0.07490032911300659,
-0.07070489227771759,
-0.033238161355257034,
-0.03721713647246361,
-0.03580046072602272,
-0.03670082241296768,
0.06021760031580925,
-0.03332927078008652,
0.0607580840587616,
0.0763021782040596,
0.023200977593660355,
0.10654159635305405,
-0.04296658933162689,
0.06998352706432343,
-0.0083728963509202,
0.0953494980931282,
-0.026801109313964844,
0.08613576740026474,
0.047873176634311676,
0.05391921103000641,
-0.06770626455545425,
-0.04862000420689583,
-0.030645273625850677,
0.03501977398991585,
0.05121026188135147,
-0.050521042197942734,
-0.059375833719968796,
-0.0430183969438076,
-0.017071593552827835,
-0.05683452636003494,
-0.01170023437589407,
0.027325449511408806,
0.06643584370613098,
-0.06426022201776505,
-0.05918463319540024,
-0.04516596719622612,
0.04030284658074379,
-0.0463588684797287,
0.08500759303569794,
-0.02308487519621849,
0.06419885158538818,
-0.06662286072969437,
0.06221722811460495,
0.05971142649650574,
0.04116241633892059,
-0.060126230120658875,
-0.050814222544431686,
-0.06340505182743073,
-0.038485366851091385,
-0.0629211813211441,
-0.05380384624004364,
-0.04564424604177475,
0.03019407019019127,
0.044922009110450745,
-0.026756128296256065,
-0.015391279011964798,
0.03414103761315346,
-0.0621628575026989,
-0.06168437376618385,
-0.04830430448055267,
0.022348927333950996,
-0.025577016174793243,
0.08140624314546585,
0.051791638135910034,
0.02844266965985298,
0.005396176595240831,
-0.01628359593451023,
0.0764801874756813,
0.045140527188777924,
0.04772737994790077,
-0.01724548265337944,
-0.02924291603267193,
0.061109453439712524,
-0.04679015651345253,
0.058544594794511795,
0.073322594165802,
-0.03894159942865372,
-0.04137526825070381,
0.04155774042010307,
0.0006068701040931046,
-0.01670905388891697,
0.045977361500263214,
0.0863334983587265,
-0.05152207612991333,
0.0420171283185482,
0.013449006713926792,
-0.03923538327217102,
0.04036775231361389,
-0.08458288013935089,
-0.009938064031302929,
0.01865624263882637,
0.05465429648756981,
-0.07939381897449493,
-0.03530177101492882,
0.04963847994804382,
-0.022955747321248055,
-0.05208751931786537,
-0.07686826586723328,
-0.07902195304632187,
-0.056867606937885284,
-0.043536487966775894,
-0.012894302606582642,
0.0480317547917366,
0.06055175140500069,
-0.052143394947052,
-0.05998021736741066,
-0.050439540296792984,
0.03047722578048706,
-0.054213445633649826,
0.04823601618409157,
-0.03783859685063362,
-0.02548891119658947,
0.013400338590145111,
-0.019595753401517868,
0.019445383921265602,
0.016388796269893646,
-0.03907875716686249,
-0.022630922496318817,
-0.03179268538951874,
-0.06246768683195114,
0.046431493014097214,
0.039740048348903656,
0.06919056922197342,
-0.05472772195935249,
0.03064531460404396,
0.006477366201579571,
-0.03202972933650017,
0.09682983160018921,
0.05189727246761322,
0.028566570952534676,
0.03365657851099968,
-0.02511696331202984,
-0.05997704342007637,
-0.04192065820097923,
-0.06312622129917145,
-0.05529998242855072,
0.07334835082292557,
0.030459361150860786,
-0.04819169268012047,
-0.06864779442548752,
-0.021060939878225327,
-0.024250010028481483,
0.06687603890895844,
-0.05295173078775406,
-0.04270470514893532,
0.07915328443050385,
0.0046579791232943535,
0.052443597465753555,
0.06208990886807442,
0.05329051986336708,
-0.020965097472071648,
0.0016811620444059372,
0.0610099695622921,
-0.05188337340950966,
-0.05651559308171272,
-0.03367625176906586,
-0.05053653195500374,
0.032194241881370544,
-0.0390254445374012,
0.09189614653587341,
0.037343915551900864,
-0.0040347883477807045,
0.06280825287103653,
-0.03678136691451073,
0.04204697906970978,
-0.022082261741161346,
-0.019739823415875435,
0.05071766674518585,
0.06577188521623611,
-0.05281331390142441,
0.024907510727643967,
0.011254586279392242,
0.024623604491353035,
0.032608699053525925,
0.01663292571902275,
0.0468212366104126,
0.05596370995044708,
-0.0448770634829998,
-0.018213899806141853,
0.042814951390028,
0.0728253424167633,
-0.017869770526885986,
0.0581057034432888,
-0.09630180895328522,
-0.04794623330235481,
-0.015661850571632385,
-0.030876366421580315,
0.009488306939601898,
-0.09092511981725693,
0.042152296751737595,
0.06699547916650772,
-0.07520047575235367,
-0.0317789763212204,
0.05055662617087364,
0.016693342477083206,
0.013606122694909573,
-0.050566475838422775,
-0.03881505876779556,
0.04622563347220421,
-0.055172402411699295,
-0.04975441098213196,
-0.01000877283513546,
0.0460473969578743,
-0.062458183616399765,
-0.07393495738506317,
0.02370777167379856,
0.03304407000541687,
-0.08021234720945358,
0.028028083965182304,
-0.04595113918185234,
-0.04990233853459358,
0.06845004111528397,
-0.018395869061350822,
-0.03626120463013649,
0.022243520244956017,
0.08763241022825241,
-0.08604874461889267,
0.028971025720238686,
0.04827665537595749,
-0.060848306864500046,
0.0547211691737175,
-0.05380767211318016,
-0.033745210617780685,
0.08341414481401443,
0.06925682723522186,
-0.060129668563604355,
-0.05152594670653343,
0.04492776840925217,
0.03968345746397972,
0.010235677473247051,
0.06609538197517395,
-0.03887148201465607,
0.0007002368802204728,
0.03280001878738403,
-0.031971897929906845,
0.07443378865718842,
0.08525168895721436,
-0.04058976471424103,
0.008162569254636765,
-0.02296530082821846,
-0.05084362253546715,
-0.04966985061764717,
0.021330701187253,
-0.031315725296735764,
-0.049290936440229416,
0.04278779774904251,
0.0376339815557003,
-0.0012814000947400928,
0.042246460914611816
] |
MLOps
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
Blogposts
All Posts
February 8, 2024
# Promoting Code Across Environments for Reliable and Efficient Model
Deployment
Contributors
Miro Goettler
Machine Learning Engineer
No items found.
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received! | scraping/output/-2743735034926628820.txt | [
0.01982847973704338,
-0.016592303290963173,
-0.04746302589774132,
-0.041252557188272476,
0.05469784513115883,
-0.055967461317777634,
0.07787895202636719,
0.07174437493085861,
0.043506328016519547,
-0.019439250230789185,
0.03599422052502632,
0.03124646656215191,
0.026969604194164276,
-0.054033055901527405,
-0.0046294741332530975,
0.03891050070524216,
0.0211692675948143,
-0.040374141186475754,
-0.031101783737540245,
-0.0635731965303421,
0.016020040959119797,
0.0026755412109196186,
-0.04230087995529175,
0.06021878868341446,
0.06656064838171005,
0.028690431267023087,
-0.06189684569835663,
0.007248804438859224,
0.059418484568595886,
-0.01715162582695484,
-0.010632423684000969,
-0.05384485051035881,
0.050614047795534134,
-0.08135036379098892,
0.028881985694169998,
-0.011223223991692066,
-0.027574783191084862,
-0.02513854391872883,
0.0545271635055542,
-0.09784285724163055,
0.007509300485253334,
0.03488655388355255,
0.02648911252617836,
0.04470182955265045,
0.03187752515077591,
0.03846343606710434,
-0.03484923765063286,
0.04613516479730606,
-0.0005156623665243387,
-0.02874627523124218,
-0.0528600737452507,
0.039666201919317245,
0.015157482586801052,
0.029095526784658432,
0.0508572980761528,
-0.07546470314264297,
-0.07193838804960251,
-0.04488509148359299,
-0.051647692918777466,
0.05337689816951752,
0.044307030737400055,
-0.07326047867536545,
-0.011733345687389374,
0.026111163198947906,
0.07724370807409286,
0.0871189534664154,
0.03058486618101597,
0.02981869876384735,
-0.10087668150663376,
-0.061417993158102036,
-0.06611807644367218,
0.09242286533117294,
0.02644580416381359,
-0.06706911325454712,
0.004065443761646748,
0.04866759106516838,
0.021134769544005394,
-0.058135103434324265,
0.02174726128578186,
-0.046921249479055405,
-0.049049071967601776,
-0.02364755980670452,
-0.04550539702177048,
0.003442983841523528,
-0.062278296798467636,
0.05760343372821808,
0.041454534977674484,
-0.06063210591673851,
0.06836190819740295,
-0.0426846481859684,
0.03148452565073967,
0.06309542059898376,
-0.07753916829824448,
-0.061908040195703506,
-0.03890691697597504,
-0.10186158865690231,
-0.03105752170085907,
0.03838707134127617,
0.05681178346276283,
-0.05658160522580147,
0.04366343840956688,
-0.07001747190952301,
0.07468140870332718,
-0.07304525375366211,
-0.058365609496831894,
0.03430107235908508,
0.025569913908839226,
-0.08533724397420883,
0.03324414789676666,
-0.07720153778791428,
-0.0669892206788063,
0.06127548590302467,
0.08229383081197739,
0.04826164245605469,
-0.053953222930431366,
-0.0261229258030653,
-0.03335609659552574,
-0.04621848836541176,
0.026120511814951897,
-0.021651923656463623,
0.12769658863544464,
-0.04799187183380127,
-0.09354285895824432,
-0.08364085853099823,
-0.038860999047756195,
-0.02278682217001915,
-0.006471529137343168,
0.023862825706601143,
-0.0012219077907502651,
0.030033836141228676,
0.0002536647371016443,
0.014961265958845615,
0.021470287814736366,
0.061929505318403244,
0.07625920325517654,
0.056944843381643295,
-0.07634463906288147,
-0.02542737126350403,
-0.05741690471768379,
-0.05978945642709732,
-0.020466400310397148,
0.05506649985909462,
-0.025300590321421623,
0.021330565214157104,
0.05818695202469826,
0.03112213872373104,
0.1161474958062172,
-0.07347073405981064,
0.06862734258174896,
-0.01383254025131464,
0.0763147845864296,
-0.01067193504422903,
0.08469147980213165,
0.026649948209524155,
0.027599789202213287,
-0.05187837406992912,
-0.08030511438846588,
-0.029673950746655464,
0.05839615687727928,
0.052629902958869934,
-0.04184059426188469,
-0.036818478256464005,
-0.019003722816705704,
-0.0007679812260903418,
-0.04101791977882385,
-0.006856387015432119,
0.04101213067770004,
0.025405442342162132,
-0.03980623185634613,
-0.09023957699537277,
-0.06331507116556168,
0.051962241530418396,
-0.07849767804145813,
0.07103573530912399,
-0.023343663662672043,
0.045771509408950806,
-0.07738473266363144,
0.05260150134563446,
0.05790993571281433,
0.04583526402711868,
-0.08560800552368164,
-0.009969538077712059,
-0.07632235437631607,
-0.051585666835308075,
-0.09196027368307114,
-0.060866761952638626,
-0.025005266070365906,
0.040070533752441406,
0.04398466646671295,
-0.033301252871751785,
-0.017106758430600166,
0.0388096459209919,
-0.04363962635397911,
-0.07164495438337326,
-0.03481355309486389,
0.04460761696100235,
-0.006753410212695599,
0.05705292150378227,
0.04832350090146065,
0.04876938834786415,
0.010554795153439045,
-0.009693403728306293,
0.014537803828716278,
0.047368112951517105,
0.04897024482488632,
-0.015821026638150215,
-0.042289044708013535,
0.09788971394300461,
-0.03485964611172676,
0.05255936458706856,
0.06599584966897964,
-0.028968138620257378,
-0.031841814517974854,
0.02696014568209648,
0.01772414892911911,
-0.01555360946804285,
0.05649867281317711,
0.08195789903402328,
-0.04379421845078468,
0.04824719950556755,
0.027132997289299965,
-0.027898702770471573,
0.06548536568880081,
-0.09197340905666351,
-0.007467361632734537,
0.02811296097934246,
0.06110312417149544,
-0.07661036401987076,
-0.0410596989095211,
0.04358534887433052,
-0.06088152155280113,
-0.03675302863121033,
-0.058346305042505264,
-0.06868536025285721,
-0.04044017195701599,
-0.0598079152405262,
-0.013858583755791187,
0.040498286485672,
0.07477536797523499,
-0.053867943584918976,
-0.054362114518880844,
-0.047664348036050797,
0.035148292779922485,
-0.03765663504600525,
0.07120822370052338,
-0.06828466802835464,
-0.01670600101351738,
0.03046809509396553,
0.004206645302474499,
0.03153977543115616,
0.05004999786615372,
-0.028582585975527763,
-0.03767995536327362,
-0.03150374814867973,
-0.04345683753490448,
0.06287311762571335,
0.06262044608592987,
0.07087261229753494,
-0.06611359864473343,
0.03948597237467766,
0.015109028667211533,
-0.034642092883586884,
0.07323615998029709,
0.07381664961576462,
0.024299511685967445,
0.04875713586807251,
-0.04229174926877022,
-0.061448585242033005,
-0.04558413848280907,
-0.06400192528963089,
-0.042759377509355545,
0.06499925255775452,
0.008024433627724648,
-0.01106236595660448,
-0.051580917090177536,
-0.021641233935952187,
0.005819680634886026,
0.0796092227101326,
-0.04554715380072594,
-0.02273658476769924,
0.05953489989042282,
0.0056273359805345535,
0.03698595613241196,
0.041568905115127563,
0.01868034340441227,
-0.0276790801435709,
-0.02781953662633896,
0.056332651525735855,
-0.04296579584479332,
-0.05843445658683777,
-0.05862605944275856,
-0.055523648858070374,
0.02753387577831745,
-0.032580308616161346,
0.11117471009492874,
0.032156895846128464,
0.012656240724027157,
0.05851002782583237,
-0.041401661932468414,
0.032271385192871094,
0.0046902731992304325,
-0.02988707274198532,
0.050741396844387054,
0.07355253398418427,
-0.037525687366724014,
0.023626279085874557,
0.029758216813206673,
0.033629193902015686,
0.05696280300617218,
0.031101422384381294,
0.060604024678468704,
0.047657351940870285,
-0.04579130560159683,
-0.0007069517159834504,
0.026066115126013756,
0.08847812563180923,
-0.015526888892054558,
0.05874902009963989,
-0.09003796428442001,
-0.0701637789607048,
-0.014160755090415478,
-0.07525189965963364,
-0.0036030204501003027,
-0.07684552669525146,
0.014412245713174343,
0.06209564954042435,
-0.06097983196377754,
-0.03775404021143913,
0.05185583606362343,
0.012693599797785282,
0.016414588317275047,
-0.045503903180360794,
-0.01733599789440632,
0.06472758948802948,
-0.04757194593548775,
-0.029913632199168205,
-0.03138267621397972,
0.06622309237718582,
-0.07474521547555923,
-0.057758692651987076,
0.026510929688811302,
0.040750812739133835,
-0.09226556122303009,
0.038100600242614746,
-0.016127947717905045,
-0.036242976784706116,
0.07909606397151947,
-0.02532963640987873,
-0.05491657182574272,
0.027984950691461563,
0.1001415029168129,
-0.07441060245037079,
0.02584151364862919,
0.055368151515722275,
-0.09052775800228119,
0.08375030755996704,
-0.037975601851940155,
-0.03373797982931137,
0.09227029979228973,
0.0764581486582756,
-0.051194556057453156,
-0.05235331133008003,
0.03479937091469765,
0.019599638879299164,
0.026902958750724792,
0.042578261345624924,
-0.022560615092515945,
0.0077330200001597404,
0.03219464421272278,
-0.009324767626821995,
0.07952994108200073,
0.07255742698907852,
-0.05292574688792229,
0.011461407877504826,
-0.040258388966321945,
-0.06643543392419815,
-0.04287753254175186,
0.007894018664956093,
-0.0631592869758606,
-0.041276946663856506,
0.025494126603007317,
0.053622204810380936,
0.02156399004161358,
0.0638023316860199
] |
No items found.
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Share this post | scraping/output/-2743735034926628820.txt | [
0.04757246375083923,
-0.029731929302215576,
-0.06062280759215355,
-0.057844169437885284,
0.051830634474754333,
-0.034556448459625244,
0.043250780552625656,
0.058091454207897186,
0.07769420742988586,
-0.00360361160710454,
0.057618606835603714,
0.04619496688246727,
0.029970671981573105,
-0.03591194376349449,
-0.04094414412975311,
0.058590687811374664,
0.06388755142688751,
-0.06403027474880219,
-0.07419378310441971,
-0.07475581765174866,
0.006462258752435446,
-0.018690066412091255,
-0.04813844710588455,
0.05239735543727875,
0.08856716752052307,
0.0558219850063324,
-0.0034748027101159096,
0.0043614888563752174,
0.031295567750930786,
-0.019040530547499657,
-0.058382727205753326,
-0.04882681742310524,
0.05683901160955429,
-0.07126760482788086,
0.05140417069196701,
0.015238170512020588,
-0.031279999762773514,
-0.04585134610533714,
0.05660558491945267,
-0.04229722544550896,
-0.0004022567591164261,
0.02964124083518982,
0.05437436327338219,
0.0714627131819725,
0.024002771824598312,
0.06975201517343521,
-0.024156514555215836,
0.02107611671090126,
-0.0027730586007237434,
-0.022507108747959137,
-0.07303015887737274,
0.05856315419077873,
-0.002181307878345251,
0.062382522970438004,
0.07205341011285782,
-0.057561635971069336,
-0.11898110806941986,
-0.05928324535489082,
-0.06499870866537094,
0.04319413751363754,
0.0619199275970459,
-0.09768449515104294,
0.031869325786828995,
0.044176649302244186,
0.05402543395757675,
0.08160849660634995,
0.028336768969893456,
0.03429136425256729,
-0.09254855662584305,
-0.050344061106443405,
-0.07501265406608582,
0.0589609295129776,
0.011961789801716805,
-0.04953490570187569,
0.011968507431447506,
0.04829287528991699,
0.017167966812849045,
-0.05835048854351044,
0.0148606663569808,
-0.05215296521782875,
-0.0812147855758667,
-0.04390857368707657,
-0.04543214291334152,
0.032024454325437546,
-0.06568090617656708,
0.0455363467335701,
0.033545996993780136,
-0.07624136656522751,
0.060216084122657776,
-0.03518480062484741,
0.03464764729142189,
0.018331950530409813,
-0.06545001268386841,
-0.048446547240018845,
-0.052133508026599884,
-0.0747893899679184,
-0.031139858067035675,
0.04457056149840355,
0.03521086275577545,
-0.04977605864405632,
0.07249341905117035,
-0.058807700872421265,
0.07575225830078125,
-0.04111473634839058,
-0.022995056584477425,
0.031037939712405205,
0.05077022314071655,
-0.07850507646799088,
0.09123498946428299,
-0.06032032519578934,
-0.04995202273130417,
0.06206989660859108,
0.08899019658565521,
0.05077965185046196,
-0.0692591592669487,
-0.03518279641866684,
-0.024612469598650932,
-0.05097125098109245,
0.015316636301577091,
-0.025681596249341965,
0.09298849105834961,
-0.020306820049881935,
-0.09110479801893234,
-0.05346323922276497,
-0.05599353834986687,
-0.03000704012811184,
-0.003664469113573432,
0.018320582807064056,
0.023364095017313957,
0.020937945693731308,
0.030156537890434265,
0.014515087939798832,
0.03408420458436012,
0.05519857257604599,
0.05157734081149101,
0.08594740927219391,
-0.08087848126888275,
-0.04072050750255585,
-0.03085351549088955,
-0.02735387533903122,
-0.039706114679574966,
0.05604786053299904,
-0.03569658845663071,
0.06393902003765106,
0.06516831368207932,
0.03256230428814888,
0.12154361605644226,
-0.02946101315319538,
0.09500733017921448,
-0.012238500639796257,
0.07890814542770386,
-0.012033534236252308,
0.05551803484559059,
0.031949322670698166,
0.07559499144554138,
-0.052425265312194824,
-0.05333786830306053,
-0.0384795218706131,
0.008651327341794968,
0.077130988240242,
-0.0617656372487545,
-0.05710388720035553,
-0.04165532812476158,
-0.02697938308119774,
-0.05642477795481682,
-0.01641537807881832,
0.054698094725608826,
0.043431248515844345,
-0.043358538299798965,
-0.05961904674768448,
-0.06925515830516815,
0.06060538813471794,
-0.030741017311811447,
0.07336918264627457,
-0.02752101793885231,
0.07837382704019547,
-0.0580153688788414,
0.06273378431797028,
0.05923542007803917,
0.0259663388133049,
-0.0645635724067688,
-0.035524576902389526,
-0.049733713269233704,
-0.041394464671611786,
-0.05676200985908508,
-0.042882539331912994,
-0.04419189319014549,
0.01927039958536625,
0.05464642867445946,
-0.045677244663238525,
-0.029553061351180077,
0.03658410534262657,
-0.052874982357025146,
-0.059665463864803314,
-0.033814504742622375,
0.03886234387755394,
-0.04381287470459938,
0.06532343477010727,
0.04781166836619377,
0.018040116876363754,
-0.015430517494678497,
-0.026364829391241074,
0.06443852931261063,
0.025661949068307877,
0.05580998957157135,
-0.0002177158894483,
-0.04495369642972946,
0.07384034246206284,
-0.051610976457595825,
0.07355108112096786,
0.06518453359603882,
-0.07019829005002975,
-0.07912113517522812,
0.02758718654513359,
-0.01088013593107462,
-0.018138302490115166,
0.026921186596155167,
0.07472435384988785,
-0.06267572194337845,
0.0168022308498621,
0.03130306303501129,
-0.02692696452140808,
0.04131896048784256,
-0.08733349293470383,
-0.005781753920018673,
0.023884357884526253,
0.05270794406533241,
-0.04750065505504608,
-0.038755107671022415,
0.04530704393982887,
-0.04588600620627403,
-0.06855104863643646,
-0.08436363190412521,
-0.04345381259918213,
-0.0419992133975029,
-0.041463255882263184,
-0.02652641385793686,
0.03844616189599037,
0.06376431882381439,
-0.04154558107256889,
-0.07718177139759064,
-0.05406522750854492,
0.05662335455417633,
-0.06215241551399231,
0.03757792338728905,
-0.04484739899635315,
-0.02206069976091385,
0.016643214970827103,
-0.018882034346461296,
0.03632209077477455,
0.045317716896533966,
-0.03941065073013306,
-0.006165369879454374,
-0.03614775091409683,
-0.04762215539813042,
0.03826012462377548,
0.04336116090416908,
0.06824840605258942,
-0.06778934597969055,
0.030916130170226097,
0.03193288296461105,
-0.013107189908623695,
0.09618691354990005,
0.07574465125799179,
0.058951493352651596,
0.04505317285656929,
-0.017581341788172722,
-0.05927975848317146,
-0.06354812532663345,
-0.05909936875104904,
-0.03729570657014847,
0.0617087185382843,
0.005830814130604267,
-0.0517306812107563,
-0.0718611478805542,
-0.037208061665296555,
-0.02722405456006527,
0.06145838648080826,
-0.03508486598730087,
-0.03704711049795151,
0.05236227065324783,
0.01959412917494774,
0.04592297971248627,
0.06776922941207886,
0.044953230768442154,
0.008896668441593647,
-0.03247445449233055,
0.07120535522699356,
-0.03408586606383324,
-0.04936545342206955,
-0.043132487684488297,
-0.03718147054314613,
0.03740082308650017,
-0.05028130114078522,
0.07334692031145096,
0.03931332379579544,
-0.00986125785857439,
0.056696414947509766,
-0.03352466598153114,
0.005616406910121441,
-0.024988513439893723,
-0.034892600029706955,
0.033507220447063446,
0.052905548363924026,
-0.05684342980384827,
0.01410028524696827,
0.0020161925349384546,
0.04314849153161049,
0.023139851167798042,
0.005422327667474747,
0.05556356534361839,
0.05609794706106186,
-0.042217496782541275,
-0.027476662769913673,
0.05647025629878044,
0.08967970311641693,
-0.03477272391319275,
0.0648081824183464,
-0.0577392615377903,
-0.04314360022544861,
-0.006307969335466623,
-0.046067461371421814,
0.0071932487189769745,
-0.07261300832033157,
0.03281717002391815,
0.05875736474990845,
-0.062236860394477844,
-0.05909483879804611,
0.04508006200194359,
0.006050914991647005,
0.028782736510038376,
-0.06213035807013512,
-0.046723008155822754,
0.07527010142803192,
-0.036996833980083466,
-0.02814020775258541,
-0.0025437213480472565,
0.04726580157876015,
-0.06035303324460983,
-0.04963236302137375,
0.01968303509056568,
0.008611971512436867,
-0.061880551278591156,
0.04790080711245537,
-0.0216788649559021,
-0.05074512958526611,
0.07997100800275803,
-0.040563296526670456,
-0.060954753309488297,
0.040475670248270035,
0.09087661653757095,
-0.09101469069719315,
0.02921668440103531,
0.06284414231777191,
-0.06027649715542793,
0.028570473194122314,
-0.027025708928704262,
-0.0762411579489708,
0.07034921646118164,
0.058025483042001724,
-0.06465541571378708,
-0.05841456726193428,
0.05520227923989296,
0.04294050484895706,
0.025734471157193184,
0.062144823372364044,
-0.03679491952061653,
0.0342613086104393,
0.04763937368988991,
-0.02933257259428501,
0.05212748795747757,
0.07698462903499603,
-0.04669241979718208,
0.008546514436602592,
-0.03413081541657448,
-0.044515784829854965,
-0.05583625286817551,
0.039125632494688034,
-0.05537634342908859,
-0.06763700395822525,
0.027879811823368073,
0.05789760872721672,
-0.012125504203140736,
0.04185275360941887
] |
Share this post
ML6 presents a recommended CI/CD pattern for promoting ML model code across
environments using Amazon SageMaker.
This blogpost deep-dives into MLOps practices, highlighting the need for
reliable and efficient model deployment. By focusing on code promotion rather
than the model itself, ML6 streamlines ML workflows, accelerates time-to-
market, and enhances overall MLOps capabilities. The post includes insights,
architectural details, tech stack, CI/CD workflow, and a practical example of
fine-tuning a pre-trained model for medical transcription classification.
Through collaboration with AWS, ML6 offers an innovative solution, leveraging
Terraform and SageMaker Pipelines, to enable users to adopt this deployment
pattern effectively. By implementing these practices, organizations can
achieve reproducibility, reliability, and efficiency in ML model deployment.
Read the full blogpost on our Medium channel.
## Related posts
View all
No results found. | scraping/output/-2743735034926628820.txt | [
0.046798914670944214,
-0.0028252701740711927,
-0.06005339324474335,
-0.06113828346133232,
0.00859464518725872,
-0.03208646550774574,
0.06422959268093109,
0.03967320919036865,
0.05444992706179619,
0.023238208144903183,
-0.018964260816574097,
0.04089891165494919,
0.03526700660586357,
-0.05321132764220238,
-0.002246699994429946,
0.08055193722248077,
0.08877056837081909,
-0.05387783795595169,
-0.013451242819428444,
-0.10107725858688354,
0.017492428421974182,
-0.0025022123008966446,
-0.05590415000915527,
0.036484502255916595,
0.06887555867433548,
0.05734982341527939,
-0.056661903858184814,
0.009908782318234444,
0.047378938645124435,
-0.04467768967151642,
-0.0345083624124527,
-0.04964406415820122,
0.019853033125400543,
-0.08783958852291107,
0.06972955167293549,
-0.03298629820346832,
-0.02839997224509716,
-0.03940297290682793,
0.06318837404251099,
-0.06147809326648712,
0.03156229853630066,
0.03249630331993103,
0.030662691220641136,
0.03844888508319855,
0.03263816237449646,
0.047089021652936935,
-0.03786460682749748,
0.054394178092479706,
-0.0266005489975214,
-0.050579734146595,
-0.013667082414031029,
0.06231938675045967,
0.022756241261959076,
0.03483234718441963,
0.03882675990462303,
-0.042354028671979904,
-0.07798807322978973,
-0.07475530356168747,
-0.05754275247454643,
0.048409752547740936,
0.04017017409205437,
-0.059024468064308167,
-0.0077803656458854675,
0.03075883351266384,
0.11018897593021393,
0.04087783768773079,
0.009720115922391415,
0.038486283272504807,
-0.10608113557100296,
-0.07200385630130768,
-0.028371453285217285,
0.07166831195354462,
-0.015541931614279747,
-0.06295845657587051,
0.025707224383950233,
0.02257523313164711,
0.020966097712516785,
-0.053096525371074677,
0.01951666921377182,
-0.04721026495099068,
-0.08886044472455978,
-0.0019998783245682716,
-0.05775284767150879,
0.01981004886329174,
-0.06394952535629272,
0.07549592852592468,
0.06809788197278976,
-0.06878221035003662,
0.07815470546483994,
-0.05611627548933029,
0.04535878077149391,
0.02565489336848259,
-0.07766617834568024,
-0.05979975312948227,
-0.05170236900448799,
-0.1065952405333519,
-0.05860090255737305,
0.055363137274980545,
0.06259727478027344,
-0.02668275311589241,
0.01840895228087902,
-0.051820069551467896,
0.07882610708475113,
-0.09854312241077423,
-0.03829791769385338,
0.06584637612104416,
0.023398661985993385,
-0.07581731677055359,
0.021126359701156616,
-0.09230923652648926,
-0.08184095472097397,
0.07168474048376083,
0.08871743083000183,
0.023415457457304,
-0.05454634130001068,
-0.04888097941875458,
-0.008658445440232754,
-0.016010358929634094,
0.0498993918299675,
-0.027394043281674385,
0.09970233589410782,
-0.05438004806637764,
-0.06057491898536682,
-0.042694877833127975,
-0.024910680949687958,
-0.02890392392873764,
0.019325055181980133,
0.03557884320616722,
0.012591302394866943,
0.017884325236082077,
0.01381286047399044,
0.05111173167824745,
0.01891525834798813,
0.059740595519542694,
0.04773881286382675,
0.05277472361922264,
-0.0960574522614479,
-0.00020164085435681045,
-0.034180816262960434,
-0.025366639718413353,
-0.05210435763001442,
0.0342269130051136,
-0.021677067503333092,
0.016797419637441635,
0.10073363780975342,
0.05584750697016716,
0.09792613983154297,
-0.07079658657312393,
0.08933444321155548,
-0.039728082716464996,
0.06536853313446045,
-0.0002453274209983647,
0.09113644063472748,
0.019031409174203873,
0.031341493129730225,
-0.056229088455438614,
-0.11890812963247299,
-0.05992361530661583,
0.06411498785018921,
0.07059264183044434,
-0.06529746204614639,
-0.03246717154979706,
-0.038398128002882004,
-0.00898137129843235,
-0.014253181405365467,
-0.011545342393219471,
0.04019028693437576,
0.07055076211690903,
-0.07775699347257614,
-0.0398547425866127,
-0.05409083887934685,
0.039401017129421234,
-0.07231928408145905,
0.04931597411632538,
-0.03090897761285305,
0.019838640466332436,
-0.07428687810897827,
0.03260599449276924,
0.004963915795087814,
0.02222711220383644,
-0.06756149977445602,
-0.02165144681930542,
-0.05923153832554817,
-0.04567132145166397,
-0.05867207050323486,
-0.007349693216383457,
-0.0021183069329708815,
0.03294496610760689,
0.01613626256585121,
-0.045466989278793335,
-0.008554510772228241,
0.0189764853566885,
-0.04562528431415558,
-0.0760853961110115,
-0.01776799000799656,
0.03017386607825756,
-0.026586350053548813,
0.009619221091270447,
0.08662774413824081,
0.06810066848993301,
0.008807580918073654,
0.003962945658713579,
0.028569061309099197,
0.033145271241664886,
0.022167615592479706,
-0.034521691501140594,
-0.09538295120000839,
0.07843649387359619,
-0.022580869495868683,
0.02755282260477543,
0.05222507566213608,
-0.06121213361620903,
-0.05299357324838638,
0.016456160694360733,
-0.012128104455769062,
-0.031193720176815987,
0.01925959438085556,
0.08699250966310501,
-0.02895466983318329,
0.01680719293653965,
0.049870580434799194,
0.011701511219143867,
0.047938503324985504,
-0.06252751499414444,
-0.03596546873450279,
0.07014130800962448,
0.07680216431617737,
-0.041412778198719025,
-0.03620458021759987,
0.03207457438111305,
-0.04033871740102768,
-0.04265408590435982,
-0.07304083555936813,
-0.06732498109340668,
-0.0418693870306015,
-0.05374056100845337,
0.005123591516166925,
0.0032436188776046038,
0.07135999202728271,
-0.05281372368335724,
-0.03734629973769188,
-0.05202409625053406,
0.006903424859046936,
-0.043482162058353424,
0.09718013554811478,
-0.05693396180868149,
-0.03182622045278549,
0.03719847649335861,
-0.016381865367293358,
0.050619158893823624,
0.05319135636091232,
-0.034533966332674026,
-0.0119117870926857,
-0.00828115176409483,
-0.04074758291244507,
0.10625719279050827,
0.05645833909511566,
0.0693349838256836,
-0.06466348469257355,
0.04476966708898544,
-0.008468796499073505,
-0.028513947501778603,
0.03510427847504616,
0.07754247635602951,
0.018451469019055367,
-0.005558400880545378,
-0.05115629732608795,
-0.06700786203145981,
-0.02447366900742054,
-0.07610435783863068,
-0.06852629035711288,
0.05708971247076988,
0.015427316538989544,
-0.040701933205127716,
-0.01745029352605343,
-0.03883420303463936,
0.0365339033305645,
0.08272479474544525,
-0.034610699862241745,
-0.04079388082027435,
0.07838932424783707,
0.030207814648747444,
0.050078585743904114,
0.06825646758079529,
0.032667674124240875,
-0.022404907271265984,
0.020329518243670464,
0.05711555853486061,
-0.010418285615742207,
-0.06768008321523666,
-0.03803912550210953,
-0.04738948494195938,
0.015038970857858658,
-0.03271814063191414,
0.11547135561704636,
0.018277594819664955,
-0.0004686887259595096,
0.04649442061781883,
-0.062019798904657364,
0.021273747086524963,
-0.05803278088569641,
-0.04978509247303009,
0.031462665647268295,
0.05969703197479248,
-0.07758062332868576,
0.018902838230133057,
0.011422235518693924,
0.03226378932595253,
0.03836492821574211,
0.04199860990047455,
0.07569310814142227,
0.05545399338006973,
-0.05765879899263382,
-0.007569784764200449,
0.027809591963887215,
0.07458275556564331,
-0.004492322914302349,
0.07170497626066208,
-0.08609909564256668,
-0.024181030690670013,
-0.015537776984274387,
-0.09714233875274658,
0.0036500890273600817,
-0.05306142568588257,
0.03143591433763504,
0.03968937322497368,
-0.07598288357257843,
0.002148474333807826,
0.04603823646903038,
-0.03078831359744072,
0.03315480053424835,
-0.03478922322392464,
-0.040122564882040024,
0.0264680627733469,
-0.04689957946538925,
-0.04025733843445778,
-0.03467237204313278,
0.06133657693862915,
-0.0581781230866909,
-0.015332388691604137,
0.04692024365067482,
0.03180883824825287,
-0.0838610902428627,
0.047487080097198486,
-0.02360680140554905,
-0.02815680205821991,
0.045768775045871735,
-0.035893764346838,
-0.03767168149352074,
0.03718854486942291,
0.07725507020950317,
-0.043798599392175674,
0.02721625193953514,
0.08007251471281052,
-0.060255616903305054,
0.08707448095083237,
-0.015404930338263512,
-0.027675455436110497,
0.10697253793478012,
0.06675272434949875,
-0.06313668191432953,
-0.01594524085521698,
0.0650315210223198,
0.010756272822618484,
0.02709072269499302,
0.03836978226900101,
-0.006727135740220547,
0.017812756821513176,
-0.009740855544805527,
-0.02240619622170925,
0.06932573765516281,
0.05336198955774307,
-0.053813934326171875,
0.02091667614877224,
-0.050901349633932114,
-0.02949715591967106,
-0.06402971595525742,
0.022855060175061226,
-0.03886599838733673,
-0.05655048042535782,
0.02149941399693489,
0.06698131561279297,
0.008021038956940174,
0.0633898600935936
] |
## Related posts
View all
No results found.
There are no results with this criteria. Try changing your search.
Large Language Model
Large Language Model
Foundation Models
Foundation Models
Corporate
Corporate
People
People
Structured Data
Structured Data
Chat GPT
Chat GPT
Sustainability
Sustainability
Voice & Sound
Voice & Sound
Front-End Development
Front-End Development
Data Protection & Security
Data Protection & Security
Responsible/ Ethical AI
Responsible/ Ethical AI
Infrastructure
Infrastructure
Hardware & sensors
Hardware & sensors
MLOps
MLOps
Generative AI
Generative AI
Natural language processing
Natural language processing
Computer vision
Computer vision
Accelerating businesses with AI technology & experts
Contact:
[email protected]
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form. | scraping/output/-2743735034926628820.txt | [
0.02301521971821785,
-0.011767216958105564,
-0.035117026418447495,
-0.034644629806280136,
0.04598018899559975,
-0.048968736082315445,
0.07940713316202164,
0.06561664491891861,
0.06244200840592384,
-0.03355572372674942,
0.02768700197339058,
0.023426150903105736,
0.04267299175262451,
-0.04480227082967758,
-0.029771458357572556,
0.056798845529556274,
0.03794960677623749,
-0.04749451205134392,
-0.022223910316824913,
-0.06898939609527588,
0.038982097059488297,
-0.0095559973269701,
-0.05856684595346451,
0.07639513164758682,
0.07226653397083282,
0.03347276896238327,
-0.06449323147535324,
-0.019884712994098663,
0.031555209308862686,
-0.03520865738391876,
-0.014956639148294926,
-0.04207988083362579,
0.07022665441036224,
-0.07690247893333435,
0.028175629675388336,
-0.008486282080411911,
-0.03413737937808037,
-0.030236829072237015,
0.06454765051603317,
-0.08953247964382172,
-0.0030447938479483128,
0.05917336419224739,
0.01388296764343977,
0.050015151500701904,
0.01542806625366211,
0.05128587409853935,
-0.029127832502126694,
0.05185175687074661,
-0.01000759843736887,
-0.03617480397224426,
-0.06859733164310455,
0.05818812549114227,
0.03380156308412552,
0.03668626397848129,
0.0686907172203064,
-0.0727100819349289,
-0.08627547323703766,
-0.0798742026090622,
-0.04957559332251549,
0.04241836816072464,
0.05073608085513115,
-0.06922144442796707,
-0.010309936478734016,
0.0333252027630806,
0.07691970467567444,
0.09539813548326492,
0.017989350482821465,
0.02828182280063629,
-0.09141335636377335,
-0.06259404122829437,
-0.052335500717163086,
0.0816536396741867,
0.022001497447490692,
-0.0640341266989708,
-0.0026898104697465897,
0.03249479830265045,
0.0001818718301365152,
-0.06443604826927185,
0.024422163143754005,
-0.0353526771068573,
-0.06918567419052124,
-0.030436499044299126,
-0.04492451995611191,
0.012221254408359528,
-0.0712723359465599,
0.06338565051555634,
0.0551714263856411,
-0.06253106147050858,
0.07574567943811417,
-0.03633207455277443,
0.0522402785718441,
0.0460980162024498,
-0.0599164143204689,
-0.05285102128982544,
-0.03129549324512482,
-0.0752217024564743,
-0.050560422241687775,
0.06821732223033905,
0.06186721473932266,
-0.06384044885635376,
0.05681334063410759,
-0.049145665019750595,
0.07678484171628952,
-0.06094067171216011,
-0.03600384667515755,
0.021680133417248726,
0.040206342935562134,
-0.07406233996152878,
0.044875163584947586,
-0.07005693018436432,
-0.07105060666799545,
0.06396619230508804,
0.08372645080089569,
0.04522569477558136,
-0.06180347874760628,
-0.02276965044438839,
-0.018488802015781403,
-0.03840208053588867,
-0.0063962507992982864,
-0.019740181043744087,
0.09582612663507462,
-0.04842489957809448,
-0.08994399756193161,
-0.06876106560230255,
-0.03366251662373543,
-0.03232023864984512,
-0.00613571610301733,
0.033241331577301025,
-0.0033051325008273125,
0.021426383405923843,
-0.0002597605634946376,
0.011832364834845066,
0.03205323591828346,
0.06629125028848648,
0.06788945943117142,
0.08114615082740784,
-0.0814533531665802,
-0.022283252328634262,
-0.0467979796230793,
-0.04322879761457443,
-0.04306013882160187,
0.048655834048986435,
-0.018525172024965286,
0.04556647688150406,
0.04935821518301964,
0.025697385892271996,
0.08984792977571487,
-0.05206487327814102,
0.05969669297337532,
-0.006628638133406639,
0.08761541545391083,
-0.013557229191064835,
0.08873684704303741,
0.031674448400735855,
0.03624103590846062,
-0.053958382457494736,
-0.06764093786478043,
-0.04649985209107399,
0.027704894542694092,
0.0494808666408062,
-0.05002955347299576,
-0.05436057224869728,
-0.046188510954380035,
-0.012227602303028107,
-0.04783563315868378,
-0.006935007404536009,
0.04472292587161064,
0.06233293190598488,
-0.0561261810362339,
-0.06441301852464676,
-0.0851791575551033,
0.03490062803030014,
-0.053787361830472946,
0.07572411000728607,
-0.02328970469534397,
0.043391622602939606,
-0.057461101561784744,
0.051947832107543945,
0.02932501956820488,
0.06285951286554337,
-0.07928553968667984,
-0.02301863580942154,
-0.08992794901132584,
-0.06928633898496628,
-0.07562261819839478,
-0.07034245878458023,
-0.017566705122590065,
0.04073359817266464,
0.021421197801828384,
-0.038517408072948456,
0.017946504056453705,
0.0299676563590765,
-0.0434020459651947,
-0.06667120009660721,
-0.06258803606033325,
0.029283946380019188,
-0.033269207924604416,
0.057557232677936554,
0.05317835509777069,
0.05610771104693413,
0.008449262008070946,
0.007763323839753866,
0.021089840680360794,
0.0380961112678051,
0.05827324464917183,
-0.006824742536991835,
-0.027560658752918243,
0.06350703537464142,
-0.031215857714414597,
0.047192227095365524,
0.05940381437540054,
-0.05061778053641319,
-0.05814174935221672,
0.030362900346517563,
0.018890531733632088,
-0.021459518000483513,
0.020438188686966896,
0.0908052921295166,
-0.042193301022052765,
0.054522719234228134,
0.026243291795253754,
-0.02290358580648899,
0.07299116253852844,
-0.07990335673093796,
0.006400980520993471,
0.03836488351225853,
0.07069701701402664,
-0.04269175976514816,
-0.044675249606370926,
0.03125821053981781,
-0.06685762852430344,
-0.035921916365623474,
-0.05969729274511337,
-0.06342243403196335,
-0.04310073330998421,
-0.051652051508426666,
-0.023096809163689613,
0.03245362266898155,
0.0718434751033783,
-0.03664334863424301,
-0.06344202160835266,
-0.06201085448265076,
0.035724226385354996,
-0.05625224485993385,
0.05291188880801201,
-0.04719504714012146,
-0.007902709767222404,
0.031537365168333054,
0.0015429843915626407,
0.01547188963741064,
0.053223926573991776,
-0.029067371040582657,
-0.012839717790484428,
-0.017251258715987206,
-0.04496041312813759,
0.06447257846593857,
0.05968577042222023,
0.08100104331970215,
-0.0714365690946579,
0.059316713362932205,
0.04525524750351906,
-0.025682859122753143,
0.08054737001657486,
0.05306432396173477,
0.03610635921359062,
0.027630193158984184,
-0.03448972851037979,
-0.054228827357292175,
-0.05697592347860336,
-0.05844997987151146,
-0.06723882257938385,
0.04124385118484497,
0.00996006652712822,
-0.045008350163698196,
-0.0613299161195755,
-0.044261038303375244,
-0.010039230808615685,
0.07340817153453827,
-0.020460691303014755,
-0.010764818638563156,
0.08406279236078262,
0.004343993030488491,
0.03917786478996277,
0.04039755463600159,
0.022404899820685387,
-0.052233170717954636,
-0.00999777764081955,
0.061980146914720535,
-0.03641527518630028,
-0.055035389959812164,
-0.036881983280181885,
-0.07701981067657471,
0.037596724927425385,
-0.023061294108629227,
0.09032905846834183,
0.04854221269488335,
0.008875086903572083,
0.05883810296654701,
-0.05347467586398125,
0.03366237133741379,
0.0005658460431732237,
-0.031579915434122086,
0.0557737797498703,
0.07616601139307022,
-0.03355094790458679,
0.010373078286647797,
0.004133979789912701,
0.03028787672519684,
0.04369405657052994,
0.010095380246639252,
0.0385253019630909,
0.025980599224567413,
-0.0308554545044899,
-0.010351032949984074,
0.06689358502626419,
0.08971728384494781,
-0.02731347642838955,
0.05740603804588318,
-0.08420754969120026,
-0.056473251432180405,
-0.025416551157832146,
-0.0714840292930603,
0.013065074570477009,
-0.09200969338417053,
0.03797578811645508,
0.07128830254077911,
-0.09323599934577942,
-0.018962645903229713,
0.044881679117679596,
0.013044135645031929,
0.03571592643857002,
-0.05052167549729347,
-0.03876839578151703,
0.058400411158800125,
-0.027341578155755997,
-0.01162597257643938,
-0.02407827414572239,
0.08384615927934647,
-0.09072180837392807,
-0.05676480010151863,
0.026632163673639297,
0.01458599790930748,
-0.0718829482793808,
0.021035298705101013,
-0.025721564888954163,
-0.044440288096666336,
0.08732561767101288,
-0.02084900438785553,
-0.041343770921230316,
0.024697868153452873,
0.10005687177181244,
-0.07217546552419662,
0.024116219952702522,
0.048332780599594116,
-0.06355371326208115,
0.07429185509681702,
-0.0485999770462513,
-0.03365202620625496,
0.10214842110872269,
0.058029063045978546,
-0.07465274631977081,
-0.060569893568754196,
0.032903291285037994,
0.03211018815636635,
0.016422482207417488,
0.05538950115442276,
-0.026943828910589218,
0.009448051452636719,
0.054531291127204895,
-0.015547452494502068,
0.07873166352510452,
0.05933626741170883,
-0.049718424677848816,
0.021703127771615982,
-0.04487623646855354,
-0.061484117060899734,
-0.055019307881593704,
0.01890903152525425,
-0.04975465312600136,
-0.05110819265246391,
0.03033832646906376,
0.04848910868167877,
0.017657337710261345,
0.07429374754428864
] |
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/-2743735034926628820.txt | [
0.011886999011039734,
-0.019043097272515297,
-0.027456926181912422,
-0.04586686193943024,
0.0376279279589653,
-0.05721540004014969,
0.0641404315829277,
0.10131411999464035,
0.05475591868162155,
-0.025892840698361397,
0.06428021937608719,
0.05204172059893608,
0.048060331493616104,
-0.023868847638368607,
-0.02971184253692627,
0.052369751036167145,
0.02741837501525879,
-0.04006097465753555,
-0.06422872096300125,
-0.060701992362737656,
0.001062816591002047,
0.006578775122761726,
-0.06362170726060867,
0.05009441077709198,
0.06833365559577942,
0.05568792298436165,
-0.02827995829284191,
0.013013181276619434,
0.05015105754137039,
-0.033106107264757156,
-0.052331600338220596,
-0.04211539030075073,
0.061566900461912155,
-0.08112743496894836,
0.04816119000315666,
0.02766461856663227,
-0.0524643138051033,
-0.032108910381793976,
0.03437666967511177,
-0.0929039716720581,
-0.0070181554183363914,
0.009673436172306538,
0.01382498163729906,
0.05588644742965698,
0.0019537978805601597,
0.054230984300374985,
-0.020447418093681335,
0.029658397659659386,
-0.007696534041315317,
-0.018919967114925385,
-0.060987409204244614,
0.04820960387587547,
-0.006029720883816481,
0.053098756819963455,
0.06885220110416412,
-0.060196153819561005,
-0.10247395187616348,
-0.0707239881157875,
-0.05541795492172241,
0.04655544087290764,
0.05406039580702782,
-0.09159033000469208,
0.03578263521194458,
0.0432296060025692,
0.08225443214178085,
0.07746678590774536,
0.03167276829481125,
0.04295102506875992,
-0.08888161182403564,
-0.05380885303020477,
-0.0763760507106781,
0.05930808559060097,
0.01271544024348259,
-0.0668896809220314,
-0.0016965700779110193,
0.043868158012628555,
0.038493067026138306,
-0.07318390905857086,
0.024428507313132286,
-0.03569607436656952,
-0.05772734060883522,
-0.04804437234997749,
-0.045848485082387924,
0.03316124901175499,
-0.05933118984103203,
0.05249151214957237,
0.04916374012827873,
-0.06364364176988602,
0.0557282418012619,
-0.04737106338143349,
0.04494050517678261,
0.046390023082494736,
-0.08932574093341827,
-0.05849456414580345,
-0.035471636801958084,
-0.0749882310628891,
-0.025532593950629234,
0.05089695006608963,
0.027522671967744827,
-0.049077898263931274,
0.060095854103565216,
-0.07428178191184998,
0.07054019719362259,
-0.06682654470205307,
-0.046219922602176666,
0.05277632921934128,
0.031545430421829224,
-0.07722487300634384,
0.06818745285272598,
-0.07498452067375183,
-0.050402577966451645,
0.05467851459980011,
0.08760984241962433,
0.08265689760446548,
-0.06796111911535263,
-0.0352201946079731,
-0.013339345343410969,
-0.0713958740234375,
0.02142646536231041,
-0.015964405611157417,
0.08862384408712387,
-0.03450963646173477,
-0.06783142685890198,
-0.07178247720003128,
-0.03792291134595871,
-0.03464367985725403,
0.006212631240487099,
0.028058528900146484,
-0.009040153585374355,
0.02490789256989956,
0.02557750791311264,
0.04871637746691704,
0.02011469379067421,
0.08761721104383469,
0.07558438181877136,
0.074900321662426,
-0.07070491462945938,
-0.033238161355257034,
-0.037217140197753906,
-0.03580048680305481,
-0.03670080751180649,
0.060217615216970444,
-0.033329274505376816,
0.060758065432310104,
0.07630215585231781,
0.023200973868370056,
0.10654163360595703,
-0.0429665707051754,
0.06998354941606522,
-0.008372883312404156,
0.09534952044487,
-0.02680112048983574,
0.08613576740026474,
0.04787317290902138,
0.053919222205877304,
-0.06770628690719604,
-0.04862000793218613,
-0.030645277351140976,
0.03501979261636734,
0.05121026933193207,
-0.05052107200026512,
-0.059375811368227005,
-0.0430183932185173,
-0.017071595415472984,
-0.05683452636003494,
-0.01170024462044239,
0.02732543833553791,
0.06643585115671158,
-0.06426022946834564,
-0.05918465554714203,
-0.045165952295064926,
0.040302880108356476,
-0.046358872205019,
0.08500761538743973,
-0.023084882646799088,
0.06419884413480759,
-0.06662288308143616,
0.06221722811460495,
0.059711430221796036,
0.04116243124008179,
-0.060126230120658875,
-0.050814222544431686,
-0.06340507417917252,
-0.038485392928123474,
-0.0629211887717247,
-0.05380385369062424,
-0.045644260942935944,
0.030194053426384926,
0.04492199048399925,
-0.02675613947212696,
-0.015391280874609947,
0.03414103388786316,
-0.062162842601537704,
-0.06168438494205475,
-0.048304326832294464,
0.022348927333950996,
-0.025577006861567497,
0.08140627294778824,
0.05179166793823242,
0.028442658483982086,
0.005396169610321522,
-0.016283592209219933,
0.07648021727800369,
0.04514053463935852,
0.04772738367319107,
-0.017245478928089142,
-0.029242904856801033,
0.06110945716500282,
-0.04679018259048462,
0.058544598519802094,
0.07332261651754379,
-0.03894158825278282,
-0.04137526825070381,
0.04155774787068367,
0.0006068620132282376,
-0.01670902594923973,
0.045977361500263214,
0.0863335132598877,
-0.051522091031074524,
0.04201710969209671,
0.013449002057313919,
-0.03923536837100983,
0.0403677336871624,
-0.08458290994167328,
-0.009938055649399757,
0.01865622028708458,
0.05465426668524742,
-0.07939383387565613,
-0.035301778465509415,
0.04963846132159233,
-0.022955764085054398,
-0.052087534219026566,
-0.07686827331781387,
-0.07902193069458008,
-0.05686761811375618,
-0.04353650286793709,
-0.012894273735582829,
0.04803178086876869,
0.0605517216026783,
-0.05214338377118111,
-0.05998021736741066,
-0.05043957009911537,
0.030477270483970642,
-0.05421340838074684,
0.04823601245880127,
-0.03783860057592392,
-0.025488924235105515,
0.013400361873209476,
-0.01959577016532421,
0.01944536156952381,
0.016388775780797005,
-0.039078742265701294,
-0.022630944848060608,
-0.03179267421364784,
-0.06246769428253174,
0.04643149673938751,
0.03974003344774246,
0.06919056922197342,
-0.05472773686051369,
0.030645309016108513,
0.006477375514805317,
-0.03202974051237106,
0.096829853951931,
0.05189725011587143,
0.028566576540470123,
0.033656585961580276,
-0.025116976350545883,
-0.05997704342007637,
-0.041920654475688934,
-0.06312624365091324,
-0.055299967527389526,
0.07334836572408676,
0.030459363013505936,
-0.048191703855991364,
-0.06864780932664871,
-0.021060939878225327,
-0.02424999698996544,
0.06687604635953903,
-0.052951764315366745,
-0.04270470514893532,
0.07915327697992325,
0.004657983314245939,
0.05244359001517296,
0.062089934945106506,
0.053290531039237976,
-0.020965099334716797,
0.0016811516834422946,
0.061009954661130905,
-0.051883380860090256,
-0.05651559308171272,
-0.03367623686790466,
-0.050536513328552246,
0.03219424560666084,
-0.0390254445374012,
0.09189615398645401,
0.03734390437602997,
-0.004034784156829119,
0.06280826777219772,
-0.03678136691451073,
0.04204700514674187,
-0.02208227850496769,
-0.019739815965294838,
0.050717659294605255,
0.0657719224691391,
-0.0528133250772953,
0.024907516315579414,
0.01125459372997284,
0.024623598903417587,
0.03260871022939682,
0.0166329275816679,
0.0468212366104126,
0.05596373230218887,
-0.044877082109451294,
-0.018213914707303047,
0.04281497374176979,
0.0728253647685051,
-0.017869779840111732,
0.05810569226741791,
-0.09630181640386581,
-0.04794622212648392,
-0.015661844983696938,
-0.030876383185386658,
0.009488300420343876,
-0.09092514961957932,
0.04215231537818909,
0.06699550151824951,
-0.07520046830177307,
-0.0317789725959301,
0.05055660754442215,
0.016693368554115295,
0.013606121763586998,
-0.05056648328900337,
-0.03881505876779556,
0.04622561112046242,
-0.055172406136989594,
-0.049754392355680466,
-0.010008779354393482,
0.046047404408454895,
-0.06245820224285126,
-0.07393497228622437,
0.023707803338766098,
0.03304406628012657,
-0.08021233230829239,
0.028028113767504692,
-0.04595114663243294,
-0.049902334809303284,
0.06845005601644516,
-0.01839587837457657,
-0.036261219531297684,
0.022243520244956017,
0.0876324325799942,
-0.08604875206947327,
0.028971046209335327,
0.04827665910124779,
-0.060848306864500046,
0.05472118407487869,
-0.053807664662599564,
-0.03374522179365158,
0.08341415971517563,
0.06925684958696365,
-0.06012964993715286,
-0.05152595043182373,
0.04492776468396187,
0.039683472365140915,
0.010235658846795559,
0.06609539687633514,
-0.038871489465236664,
0.0007002367055974901,
0.032800011336803436,
-0.03197189420461655,
0.074433833360672,
0.08525168895721436,
-0.040589768439531326,
0.008162572979927063,
-0.0229653287678957,
-0.05084359273314476,
-0.049669843167066574,
0.021330686286091805,
-0.031315721571445465,
-0.0492909774184227,
0.04278780519962311,
0.03763397037982941,
-0.0012813933426514268,
0.042246460914611816
] |
Computer vision
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
Blogposts
All Posts
May 22, 2022
# Using Synthetic Data to boost the Performance of your Object Detection Model
Contributors
Jules Talloen
Machine Learning Engineer
No items found.
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received! | scraping/output/2304708636802131724.txt | [
0.0404440276324749,
-0.04901466891169548,
-0.049713823944330215,
-0.010972904972732067,
0.04611404612660408,
-0.04586487635970116,
0.06785840541124344,
0.05250305309891701,
0.05730676278471947,
-0.03420571610331535,
0.026838652789592743,
0.054921798408031464,
0.06323004513978958,
-0.053400322794914246,
-0.029020337387919426,
0.03829876706004143,
0.026081668213009834,
-0.03555688634514809,
-0.03687262535095215,
-0.05080369487404823,
-0.0026917043142020702,
0.007941976189613342,
-0.060263484716415405,
0.05148790776729584,
0.06871314346790314,
0.03140447288751602,
-0.055238980799913406,
0.003324303776025772,
0.04578004777431488,
-0.016138454899191856,
-0.020000368356704712,
-0.043569304049015045,
0.04145999252796173,
-0.07370557636022568,
0.030719399452209473,
-0.006957847625017166,
-0.02117232047021389,
-0.03484112024307251,
0.0640062615275383,
-0.07763438671827316,
0.0008072539349086583,
0.024470360949635506,
0.013054043985903263,
0.016701316460967064,
0.01916990987956524,
0.028207015246152878,
-0.031652938574552536,
0.01674754172563553,
-0.0038340878672897816,
-0.05041572079062462,
-0.06662391871213913,
0.07080965489149094,
0.0032700940500944853,
0.04405362531542778,
0.0644557923078537,
-0.0954902395606041,
-0.09312025457620621,
-0.06834149360656738,
-0.04142831638455391,
0.043516453355550766,
0.055247239768505096,
-0.09906071424484253,
-0.022976109758019447,
0.03159443661570549,
0.07759532332420349,
0.08877064287662506,
0.01156630925834179,
0.04763864353299141,
-0.07472418993711472,
-0.051470693200826645,
-0.04269666597247124,
0.07382272183895111,
0.03720056638121605,
-0.08021166175603867,
-0.01882096379995346,
0.018337244167923927,
0.029456695541739464,
-0.07540145516395569,
0.017491305246949196,
-0.03463217243552208,
-0.04102148488163948,
-0.015056408941745758,
-0.041912857443094254,
0.011032601818442345,
-0.06801030784845352,
0.052173543721437454,
0.05453847348690033,
-0.06990408152341843,
0.07335027307271957,
-0.025200020521879196,
0.026959480717778206,
0.041682448238134384,
-0.06415737420320511,
-0.032532062381505966,
-0.04711022973060608,
-0.07172378152608871,
-0.033020295202732086,
0.03887218236923218,
0.042149584740400314,
-0.06335248798131943,
0.03452467545866966,
-0.05191626399755478,
0.0791332870721817,
-0.06673058122396469,
-0.053985241800546646,
0.0602303147315979,
0.030573464930057526,
-0.08993122726678848,
0.02064521238207817,
-0.06872551143169403,
-0.05571695789694786,
0.08458252251148224,
0.08244048058986664,
0.07083803415298462,
-0.05838095024228096,
-0.011501889675855637,
-0.04646814242005348,
-0.055676378309726715,
0.009029051288962364,
-0.012021870352327824,
0.12124904990196228,
-0.06239533796906471,
-0.11186928302049637,
-0.0776764303445816,
-0.013704863376915455,
-0.0314524881541729,
-0.008336681872606277,
0.05491369590163231,
0.009796449914574623,
0.029146675020456314,
0.01335099432617426,
0.03351854160428047,
0.030639249831438065,
0.055135272443294525,
0.07087281346321106,
0.09116938710212708,
-0.08457370102405548,
-0.01939074695110321,
-0.06244397163391113,
-0.06444232165813446,
-0.02900153025984764,
0.05390269681811333,
-0.012306042946875095,
0.024803437292575836,
0.051962971687316895,
0.024325085803866386,
0.11139426380395889,
-0.08462365716695786,
0.059357039630413055,
-0.002252138452604413,
0.0901615098118782,
-0.042242925614118576,
0.06608763337135315,
0.017273183912038803,
0.05059896782040596,
-0.058965642005205154,
-0.07218220084905624,
-0.04240547865629196,
0.05293722078204155,
0.05725453421473503,
-0.02556777000427246,
-0.05562514439225197,
-0.041668783873319626,
-0.005836241878569126,
-0.06886108964681625,
-0.01943289116024971,
0.04295853525400162,
0.04968145489692688,
-0.02476460114121437,
-0.09019389748573303,
-0.06711685657501221,
0.05867801234126091,
-0.04683462157845497,
0.06497570872306824,
-0.02046099491417408,
0.03736749291419983,
-0.0833621621131897,
0.056793611496686935,
0.06340502202510834,
0.06589213013648987,
-0.06918008625507355,
-0.01811237819492817,
-0.07399363070726395,
-0.07529063522815704,
-0.06647855043411255,
-0.059799935668706894,
-0.012193555943667889,
0.032127849757671356,
0.038945041596889496,
-0.031833045184612274,
-0.014564541168510914,
0.02073955535888672,
-0.04392813518643379,
-0.05557308346033096,
-0.05031829699873924,
0.05530404672026634,
0.0035359372850507498,
0.05658021941781044,
0.060267992317676544,
0.0453166589140892,
0.002515986328944564,
-0.016449913382530212,
0.0306773092597723,
0.027249306440353394,
0.07005830109119415,
-0.01782246306538582,
-0.035179562866687775,
0.09236127138137817,
-0.034404776990413666,
0.0419175811111927,
0.06758131831884384,
-0.05278078839182854,
-0.04082425683736801,
0.03064511902630329,
0.004057525657117367,
-0.0367228239774704,
0.025257186964154243,
0.07982759922742844,
-0.03714180737733841,
0.05506273731589317,
0.017414439469575882,
-0.02033866010606289,
0.06281135976314545,
-0.07239468395709991,
0.005862621124833822,
0.029821880161762238,
0.05954672768712044,
-0.07994194328784943,
-0.02738116681575775,
0.037885453552007675,
-0.05244939774274826,
-0.04412059858441353,
-0.03579059615731239,
-0.06747265160083771,
-0.022093629464507103,
-0.025467460975050926,
-0.02425876259803772,
0.04164743795990944,
0.0600079670548439,
-0.04981626570224762,
-0.06499413400888443,
-0.04183652624487877,
0.0780053362250328,
-0.07710447907447815,
0.059356752783060074,
-0.05484600365161896,
-0.0005318374605849385,
0.03720691055059433,
-0.019212543964385986,
0.011530296877026558,
0.04689148813486099,
-0.013370410539209843,
-0.015003583393990993,
-0.027022583410143852,
-0.056124165654182434,
0.071480892598629,
0.062068402767181396,
0.05764169618487358,
-0.07008566707372665,
0.049866899847984314,
0.01760033704340458,
-0.032587118446826935,
0.08501267433166504,
0.046224191784858704,
0.03852110728621483,
0.05438597500324249,
-0.033678919076919556,
-0.0573529489338398,
-0.03867450729012489,
-0.06844048202037811,
-0.06812799721956253,
0.04525086283683777,
-0.01402362622320652,
0.0015101542230695486,
-0.0741226077079773,
-0.0370476208627224,
0.0028219756204634905,
0.06916871666908264,
-0.036620236933231354,
-0.04684275761246681,
0.08942539244890213,
0.01969170942902565,
0.04784904792904854,
0.016195761039853096,
0.027834704145789146,
-0.015528224408626556,
-0.0059523917734622955,
0.04804227128624916,
-0.0306351650506258,
-0.07536424696445465,
-0.06244845688343048,
-0.03552000969648361,
0.01797768473625183,
-0.0323936864733696,
0.09502546489238739,
0.031294845044612885,
0.020460378378629684,
0.048675183206796646,
-0.036599114537239075,
0.017528554424643517,
-0.0035551839973777533,
-0.03317912295460701,
0.05834043025970459,
0.07298200577497482,
-0.03260933980345726,
0.03503688797354698,
-0.0004928548587486148,
0.023466352373361588,
0.045585665851831436,
0.017256544902920723,
0.06361507624387741,
0.041943274438381195,
-0.028821026906371117,
0.012479877099394798,
0.024729879572987556,
0.07525995373725891,
-0.018284032121300697,
0.03542821854352951,
-0.10907239466905594,
-0.04564787819981575,
-0.02960384450852871,
-0.06360720843076706,
0.022299574688076973,
-0.09055058658123016,
0.011996309272944927,
0.10112321376800537,
-0.06022432819008827,
-0.03739774599671364,
0.051275137811899185,
0.00794149935245514,
0.013714177533984184,
-0.052846960723400116,
-0.02597612328827381,
0.08286210894584656,
-0.055429596453905106,
-0.05129551887512207,
-0.043863531202077866,
0.07194621860980988,
-0.08366527408361435,
-0.033980634063482285,
0.03806181624531746,
0.015629973262548447,
-0.06959132850170135,
0.04518371447920799,
-0.008974426425993443,
-0.03581351786851883,
0.10642752051353455,
-0.02615564502775669,
-0.04741012305021286,
0.041658200323581696,
0.10140851140022278,
-0.06259684264659882,
0.015715492889285088,
0.05658431723713875,
-0.0760842114686966,
0.0520789697766304,
-0.04147792607545853,
-0.04362569376826286,
0.07771901041269302,
0.054839517921209335,
-0.05244891718029976,
-0.06844444572925568,
0.062067966908216476,
0.03873628377914429,
0.020175432786345482,
0.060383133590221405,
-0.01679472252726555,
0.0029521731194108725,
0.03359970077872276,
-0.003634220454841852,
0.06093338504433632,
0.05492096394300461,
-0.04316064342856407,
0.002694834256544709,
-0.050989121198654175,
-0.05785670876502991,
-0.04430185258388519,
0.020872244611382484,
-0.057432908564805984,
-0.02179042436182499,
0.02868182770907879,
0.04861459136009216,
0.008920908905565739,
0.06304701417684555
] |
No items found.
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Share this post
A practical guide to generating artificial data using Unity Perception
Anyone who has ever trained a machine learning model will tell you that it is
the data that makes the model and that, in general, more data and labels will
lead to better performance. Collecting data and especially labeling them is
time-consuming and therefore expensive. Hence, machine learning professionals
are increasingly looking at more efficient ways of ‘augmenting’ their dataset
by using artificially generated variations of data samples, but also
increasingly at the use of hybrid or fully synthetic data. | scraping/output/2304708636802131724.txt | [
0.04920434206724167,
0.0034287520684301853,
-0.06270088255405426,
-0.06509152054786682,
0.06686334311962128,
-0.03918983042240143,
0.055127937346696854,
0.07696251571178436,
0.07221506536006927,
-0.02698400616645813,
0.028940975666046143,
0.0608101524412632,
0.08579064160585403,
-0.05303453281521797,
-0.0012182758655399084,
0.07631256431341171,
0.0457846000790596,
-0.01804380491375923,
-0.07179736346006393,
-0.039653271436691284,
-0.025555383414030075,
0.0075633227825164795,
-0.045506130903959274,
0.05568963661789894,
0.0700555145740509,
0.053519196808338165,
-0.032798126339912415,
-0.01261240802705288,
0.02332136034965515,
-0.08362393081188202,
-0.05509227514266968,
-0.03533819690346718,
0.0775182768702507,
-0.053519368171691895,
0.04337174445390701,
0.015317522920668125,
-0.04561099410057068,
-0.04193776845932007,
0.06080958992242813,
-0.0675366148352623,
0.004949995316565037,
0.029055532068014145,
0.02756902016699314,
0.025987330824136734,
0.02106965146958828,
0.027620602399110794,
-0.04029075801372528,
0.020385466516017914,
-0.02767982892692089,
-0.022845027968287468,
-0.03033261187374592,
0.04302394017577171,
0.04907456412911415,
0.06560670584440231,
0.03821245953440666,
-0.045772258192300797,
-0.0895150825381279,
-0.06673559546470642,
-0.04041672125458717,
0.0545184426009655,
0.06476376950740814,
-0.08822468668222427,
-0.0016112837474793196,
0.024425191804766655,
0.0779276117682457,
0.09239570051431656,
-0.0007992854807525873,
0.022619295865297318,
-0.07809014618396759,
-0.07390357553958893,
-0.07982148975133896,
0.057224880903959274,
-0.02976943925023079,
-0.07938926666975021,
-0.001297247246839106,
0.024070626124739647,
0.03032255731523037,
-0.06321386992931366,
0.04953228682279587,
-0.03780188411474228,
-0.03309506177902222,
0.019148431718349457,
-0.023457646369934082,
0.025647835806012154,
-0.04928412288427353,
0.04574345797300339,
0.047324780374765396,
-0.058006651699543,
0.07195193320512772,
-0.018203305080533028,
0.0406954251229763,
0.05860476940870285,
-0.04893999546766281,
-0.07561444491147995,
-0.05528399348258972,
-0.07547339051961899,
-0.04256587103009224,
0.056807924062013626,
0.046285782009363174,
-0.018885117024183273,
0.06762441247701645,
-0.023443367332220078,
0.10621760785579681,
-0.06595984101295471,
-0.0320126935839653,
0.02729417197406292,
0.03697069361805916,
-0.08744776993989944,
0.04510752111673355,
-0.05460946261882782,
-0.04091744124889374,
0.054634351283311844,
0.05952967703342438,
0.04939820244908333,
-0.05967038497328758,
-0.0255615022033453,
-0.03619926795363426,
-0.05327022075653076,
0.00793207623064518,
-0.025834932923316956,
0.10244373977184296,
-0.01870560273528099,
-0.09531760215759277,
-0.0780651718378067,
-0.027370965108275414,
-0.0023597199469804764,
-0.03055291436612606,
0.08360080420970917,
0.006672149524092674,
-0.002086358843371272,
0.027508968487381935,
0.01929052546620369,
0.009669465944170952,
0.06851425021886826,
0.049206145107746124,
0.08408384025096893,
-0.07910752296447754,
-0.00936626922339201,
-0.051334988325834274,
-0.03270209953188896,
-0.023355163633823395,
0.08473321795463562,
-0.02839508093893528,
0.05119696259498596,
0.08976786583662033,
0.017519725486636162,
0.08773920685052872,
-0.04947783052921295,
0.0777488574385643,
-0.001077840686775744,
0.10420151054859161,
0.031107256188988686,
0.04499778524041176,
0.050032202154397964,
0.054155874997377396,
-0.07349997758865356,
-0.06201108172535896,
-0.047868143767118454,
0.06844697892665863,
0.013713455758988857,
-0.012245247140526772,
-0.038152050226926804,
-0.04824943467974663,
-0.009359626099467278,
-0.017374001443386078,
-0.05063202232122421,
-0.0038161904085427523,
0.06089062616229057,
-0.022772476077079773,
-0.06257886439561844,
-0.0621720589697361,
0.05200853571295738,
-0.03438596427440643,
0.053889378905296326,
-0.03695426136255264,
0.022059917449951172,
-0.06973793357610703,
0.013089208863675594,
0.060229722410440445,
0.021100763231515884,
-0.05782679095864296,
-0.029533520340919495,
-0.06022290140390396,
-0.08329347521066666,
-0.025594182312488556,
-0.04795625060796738,
-0.037754498422145844,
0.042851101607084274,
0.04344505816698074,
-0.04040076956152916,
-0.00846926774829626,
0.02431415393948555,
-0.05123851075768471,
-0.0698564350605011,
-0.0612335279583931,
0.02379668690264225,
-0.011327323503792286,
0.09356483072042465,
0.05907672271132469,
0.05543024092912674,
-0.005594643298536539,
-0.00632789870724082,
0.01984906569123268,
0.007823798805475235,
0.06350351125001907,
-0.040991272777318954,
-0.04430845379829407,
0.09533517807722092,
-0.023364676162600517,
0.041335947811603546,
0.05721947178244591,
-0.05956099554896355,
-0.03417982533574104,
0.0542682483792305,
-0.012025643140077591,
-0.05734873563051224,
0.029765376821160316,
0.10521809756755829,
-0.02449270710349083,
0.02086642198264599,
0.03847886621952057,
-0.021494179964065552,
0.03869631513953209,
-0.09247858077287674,
-0.011976015754044056,
0.03471625596284866,
0.03624863550066948,
-0.09409574419260025,
-0.019761359319090843,
0.035686176270246506,
-0.05862408131361008,
-0.025470081716775894,
-0.07269487529993057,
-0.09485255926847458,
-0.046140193939208984,
-0.04883730411529541,
-0.04633472487330437,
0.05175952613353729,
0.08159825205802917,
-0.07044027745723724,
-0.0658804401755333,
-0.06836816668510437,
0.020357364788651466,
-0.010711091570556164,
0.06460123509168625,
-0.07239151746034622,
-0.05033412575721741,
0.020941603928804398,
-0.014654881320893764,
0.03843999654054642,
0.02808978781104088,
-0.024150915443897247,
-0.019938474521040916,
0.002273454563692212,
-0.048412077128887177,
0.046859011054039,
0.07238899171352386,
0.041727449744939804,
-0.05049479007720947,
0.04672738164663315,
-0.003367569763213396,
-0.021958069875836372,
0.08175871521234512,
0.045657362788915634,
0.02001376263797283,
0.008965488523244858,
-0.009265714325010777,
-0.06624780595302582,
-0.025939809158444405,
-0.09080962836742401,
-0.05449777469038963,
0.011429429985582829,
0.03168276324868202,
0.0012233395827934146,
-0.07410845160484314,
-0.06325729191303253,
0.02029906027019024,
0.0873260647058487,
-0.04130939394235611,
-0.03191200643777847,
0.09356845915317535,
0.006629847455769777,
0.018819527700543404,
0.03654466196894646,
0.010903788730502129,
-0.01879795454442501,
0.0016052806749939919,
0.09854656457901001,
-0.0346977598965168,
-0.03033597394824028,
-0.045440517365932465,
-0.03867794945836067,
0.025534838438034058,
-0.006829849909991026,
0.09037736058235168,
0.04401083663105965,
-0.006861384958028793,
0.07624535262584686,
-0.05947889760136604,
0.024342861026525497,
-0.01577269285917282,
-0.03502730280160904,
0.035561881959438324,
0.07930270582437515,
-0.04868942126631737,
0.024758312851190567,
0.001711153774522245,
0.03364471718668938,
0.062222667038440704,
0.007733499631285667,
0.029410982504487038,
0.06569353491067886,
-0.047985296696424484,
0.005446509923785925,
0.0373959094285965,
0.059101495891809464,
-0.04713018611073494,
0.03584984689950943,
-0.0866125151515007,
-0.06803566962480545,
-0.04748331755399704,
-0.06292178481817245,
-0.01675187423825264,
-0.09517496824264526,
0.02649654634296894,
0.07865352928638458,
-0.08423904329538345,
-0.01669210195541382,
0.0601220577955246,
-0.004968314431607723,
0.015672964975237846,
-0.024876175448298454,
-0.06562554091215134,
0.023050600662827492,
-0.07882078737020493,
-0.014502350240945816,
-0.005148284137248993,
0.07445935904979706,
-0.047539710998535156,
-0.044750336557626724,
0.018033092841506004,
0.001879173214547336,
-0.04485694691538811,
0.04881345480680466,
-0.05852985754609108,
-0.04630971699953079,
0.09097487479448318,
-0.04076547920703888,
-0.04636617377400398,
-0.028757929801940918,
0.11140856891870499,
-0.03620927035808563,
0.011433742940425873,
0.043833862990140915,
-0.07069440931081772,
0.03770918399095535,
-0.06588312983512878,
-0.05530713498592377,
0.06902025640010834,
0.07573337852954865,
-0.07847324013710022,
-0.029107091948390007,
0.044399525970220566,
0.03163989260792732,
0.024478614330291748,
0.09244511276483536,
0.007823770865797997,
0.010378836654126644,
0.038707468658685684,
-0.025060761719942093,
0.07039469480514526,
0.04601134732365608,
-0.07301634550094604,
0.006656719371676445,
-0.01660182513296604,
-0.04732566326856613,
-0.04983830451965332,
0.0019327077316120267,
-0.07682331651449203,
-0.018908586353063583,
0.03279644250869751,
0.03350880742073059,
0.017285224050283432,
0.05095577612519264
] |
Game engine company Unity offers a tool called Unity Perception which allows
you to simulate objects in different ways and take virtual pictures of your
simulations. In this way, it becomes possible to generate a high number of
labeled images from your object scans which can be used as training data.
In this blogpost, I present the results of my internship at ML6, in the course
of which I investigated the use of Unity Perception for generating training
data for an object detection model. More particularly, I will describe how I:
1. obtained object scans using a Lidar camera
2. generated a synthetic dataset for these objects using Unity
3. trained object detection models using both synthetic and real-world images
4. assessed the potential benefits of adding synthetic images to the training set
### Scanning the Objects | scraping/output/2304708636802131724.txt | [
0.07248350232839584,
-0.030639145523309708,
-0.07614457607269287,
-0.04507018253207207,
0.07241945713758469,
-0.0009093710104934871,
0.07335010170936584,
0.029352454468607903,
0.049164362251758575,
-0.0019221191760152578,
0.04069406911730766,
0.06232148036360741,
0.10899168998003006,
-0.07177342474460602,
-0.0033112820237874985,
0.043036289513111115,
0.07441017031669617,
-0.018189528957009315,
-0.07660099118947983,
-0.03146941959857941,
-0.02766224555671215,
0.00007590268069179729,
-0.04355588182806969,
0.036486461758613586,
0.028595516458153725,
0.06095234304666519,
-0.04546717181801796,
-0.020190780982375145,
0.024883374571800232,
-0.08503805100917816,
-0.05070009455084801,
-0.008267995901405811,
0.04575885087251663,
-0.046340081840753555,
0.10297814011573792,
0.02695571258664131,
-0.03022817336022854,
-0.0375448577105999,
0.06437916308641434,
-0.06479565799236298,
-0.02801874652504921,
0.002417921321466565,
0.02368396893143654,
0.03439081460237503,
-0.012951240874826908,
0.06891530007123947,
-0.018914921209216118,
0.06559892743825912,
-0.05069038271903992,
-0.052357278764247894,
-0.04774591699242592,
0.03836829960346222,
0.007204060442745686,
0.04933847486972809,
0.03991168364882469,
-0.05246574431657791,
-0.043532706797122955,
-0.061088837683200836,
-0.02017470821738243,
0.08015058934688568,
0.0502827912569046,
-0.0904652550816536,
-0.004964503925293684,
0.021306635811924934,
0.12332194298505783,
0.10306853801012039,
-0.014181866310536861,
0.04111342132091522,
-0.050534941256046295,
-0.05343768373131752,
-0.05584721639752388,
0.02119840681552887,
-0.013162398710846901,
-0.0708211362361908,
0.010313170030713081,
0.04106496647000313,
0.007214940153062344,
-0.04413672909140587,
0.035830192267894745,
-0.044700004160404205,
-0.06457304209470749,
0.005639518145471811,
-0.018923774361610413,
0.07353297621011734,
-0.06274262070655823,
0.0049916282296180725,
0.045390535145998,
-0.07185260951519012,
0.05204175040125847,
-0.022593902423977852,
0.04977340251207352,
0.019494717940688133,
-0.04761241003870964,
-0.06382002681493759,
-0.09889670461416245,
-0.06168099492788315,
-0.0351228341460228,
0.05449746176600456,
0.054199401289224625,
-0.013746333308517933,
0.032839659601449966,
-0.007357215043157339,
0.08702021837234497,
-0.06129742041230202,
-0.02957003377377987,
0.03081529214978218,
0.00907097663730383,
-0.10572603344917297,
0.016989819705486298,
-0.05522226542234421,
-0.014040323905646801,
0.05889452248811722,
0.053198982030153275,
0.030476132407784462,
-0.04583558812737465,
-0.04271170124411583,
-0.051389336585998535,
-0.06252390146255493,
0.045307427644729614,
-0.01593477837741375,
0.055434565991163254,
-0.06608644127845764,
-0.1007220670580864,
-0.03510988503694534,
-0.04664977639913559,
-0.049268677830696106,
-0.027973167598247528,
0.0863625630736351,
0.07481367141008377,
-0.008693816140294075,
0.02613305300474167,
0.06938273459672928,
0.03038608282804489,
0.0822383463382721,
0.04818541556596756,
0.09531190246343613,
-0.0480315200984478,
0.030880210921168327,
-0.040080729871988297,
-0.03541211038827896,
0.0014666154747828841,
0.08300264179706573,
-0.04187053069472313,
0.04104572907090187,
0.08191519230604172,
0.001524204621091485,
0.049608029425144196,
-0.06591631472110748,
0.040117695927619934,
0.008310738019645214,
0.06994255632162094,
0.01945161260664463,
0.033213499933481216,
0.047436945140361786,
0.06397885829210281,
-0.040474165230989456,
-0.07183123379945755,
-0.08518137782812119,
0.04628180339932442,
0.06040150672197342,
-0.026143116876482964,
-0.03678901493549347,
-0.07028190046548843,
-0.0015327802393585443,
-0.035867221653461456,
-0.04709739238023758,
-0.025202324613928795,
0.08293576538562775,
-0.03153831884264946,
-0.04731227084994316,
-0.08155518025159836,
0.0704929530620575,
-0.004658252000808716,
0.029255930334329605,
-0.03435790166258812,
0.026386432349681854,
-0.03815759718418121,
0.018959233537316322,
0.07252506911754608,
0.028048064559698105,
-0.03612308204174042,
0.00946815311908722,
-0.06343138217926025,
-0.08934278041124344,
-0.07416258007287979,
-0.039504580199718475,
-0.03902549296617508,
0.03477897867560387,
0.042671650648117065,
-0.00734714325517416,
-0.04418603330850601,
0.00504829129204154,
-0.042287033051252365,
-0.0581953339278698,
-0.051341671496629715,
0.023730305954813957,
-0.06495051085948944,
0.06423398107290268,
0.046513453125953674,
0.07441069930791855,
-0.017561474815011024,
-0.04713985696434975,
0.029490992426872253,
-0.002690018154680729,
0.05597341060638428,
0.0034765552263706923,
-0.025905797258019447,
0.061561379581689835,
-0.0061887395568192005,
0.0516730472445488,
0.05301542952656746,
-0.04673147201538086,
-0.053696323186159134,
0.06236825883388519,
-0.08585402369499207,
-0.05673762783408165,
-0.02101634442806244,
0.11730297654867172,
-0.015219180844724178,
0.05976208299398422,
0.06262006610631943,
-0.030237654224038124,
0.03870156407356262,
-0.04095548391342163,
-0.01959577016532421,
0.024288292974233627,
0.06663009524345398,
-0.10383470356464386,
-0.01698286645114422,
0.0663769319653511,
-0.03240436315536499,
-0.0033040777780115604,
-0.04792912304401398,
-0.08772607892751694,
-0.04588853195309639,
-0.06863834708929062,
-0.02655731700360775,
0.005514970049262047,
0.01737177185714245,
-0.0169583261013031,
-0.045030537992715836,
-0.06147884204983711,
0.03954341262578964,
-0.07074633985757828,
0.07477183640003204,
-0.05803294479846954,
-0.061617761850357056,
0.040386609733104706,
-0.003273125970736146,
0.05238329991698265,
0.04698644205927849,
-0.017481718212366104,
-0.056396301835775375,
0.001026804093271494,
-0.014782934449613094,
0.06909660995006561,
0.08437631279230118,
0.00623537041246891,
-0.07858509570360184,
0.05699767544865608,
-0.00004599370731739327,
-0.021305622532963753,
0.05024171620607376,
0.06353801488876343,
0.04320651665329933,
0.018755611032247543,
-0.05174911022186279,
-0.03609165549278259,
-0.023220254108309746,
-0.016362061724066734,
-0.09289736300706863,
-0.01742004230618477,
-0.0010316087864339352,
-0.030830679461359978,
-0.03539307042956352,
-0.038963597267866135,
0.05342916026711464,
0.07536845654249191,
-0.06250136345624924,
-0.028094742447137833,
0.03602227196097374,
0.004498906433582306,
0.017109587788581848,
0.03699498996138573,
0.0318697914481163,
0.034377194941043854,
0.007713743485510349,
0.10883007943630219,
-0.05897399038076401,
-0.008051262237131596,
-0.061136554926633835,
-0.031090734526515007,
0.01070508174598217,
-0.025244446471333504,
0.05555599555373192,
0.06206676363945007,
-0.012873710133135319,
0.04784046486020088,
-0.04065728187561035,
0.031083766371011734,
-0.033034175634384155,
-0.0394744947552681,
0.0462397038936615,
0.04292483255267143,
-0.044783368706703186,
0.06049218028783798,
0.03475227579474449,
0.05080810934305191,
0.034902121871709824,
0.03614009544253349,
0.042159680277109146,
0.049770012497901917,
-0.07129654288291931,
-0.01588261127471924,
0.03600362688302994,
0.05192731320858002,
0.011462245136499405,
0.025084994733333588,
-0.06707559525966644,
-0.05226176977157593,
-0.07276167720556259,
-0.045228976756334305,
-0.010770109482109547,
-0.09370686858892441,
0.01312265545129776,
0.05845494195818901,
-0.07689353823661804,
0.011502687819302082,
0.05415956676006317,
-0.004045953508466482,
0.006746677681803703,
-0.03629138320684433,
-0.06195681914687157,
0.030263666063547134,
-0.06843660026788712,
-0.04644239321351051,
0.006499637383967638,
0.06819513440132141,
-0.031842950731515884,
-0.048389025032520294,
0.012785638682544231,
-0.003910988103598356,
-0.06481245160102844,
0.036508552730083466,
-0.01911735348403454,
-0.05072310194373131,
0.10336132347583771,
-0.04417800530791283,
-0.05535233020782471,
0.004138249903917313,
0.08818911015987396,
-0.07535741478204727,
0.02202223241329193,
0.04753832519054413,
-0.08341047167778015,
0.05415090173482895,
-0.12817731499671936,
-0.047437883913517,
0.0738174170255661,
0.08076842129230499,
-0.06524845957756042,
-0.02815188281238079,
0.015205979347229004,
0.07760927081108093,
0.05579135939478874,
0.06008773297071457,
0.015309286303818226,
-0.00184029177762568,
0.030105959624052048,
-0.023098049685359,
0.07456144690513611,
0.009241372346878052,
-0.06512422114610672,
-0.001565945683978498,
-0.03952760994434357,
-0.043210338801145554,
-0.02474874071776867,
-0.0010753544047474861,
-0.059147823601961136,
-0.0524790920317173,
0.05164887756109238,
0.06950371712446213,
0.03689118102192879,
0.07131661474704742
] |
### Scanning the Objects
To create object meshes I used an app called Scaniverse on a phone with a
lidar camera. To do this well there are some requirements. You must be able to
capture the object from all sides and you require good and equal lighting on
all angles of the object
So I put the objects on a pedestal with good lighting, scanned the objects
using the app and afterwards took a separate picture of the bottom surface to
add it to the object mesh in Blender. With Scaniverse you can export your
objects as fbx or obj files, both work with Blender and Unity.
Example object scan in Blender
Not every object was easy to scan however. Especially objects with reflective
surfaces, thin or see-through segments were problematic to scan using this
method. If the scans are not great, there is still the possibility to edit
them afterwards using Blender.
Mostly for cropping and recentering them; or combining them with a bottom side
to get a complete object. | scraping/output/2304708636802131724.txt | [
0.010699041187763214,
-0.025579173117876053,
-0.022379375994205475,
-0.057558946311473846,
0.07337886840105057,
-0.03689933940768242,
0.0388362854719162,
0.011331561021506786,
0.04883601889014244,
-0.046837031841278076,
0.05028744786977768,
0.03775525465607643,
0.0659400224685669,
-0.06569056957960129,
-0.002022740663960576,
0.03579290956258774,
0.04785403236746788,
-0.0477924644947052,
-0.04078119993209839,
-0.08880667388439178,
0.04339899495244026,
0.007509139366447926,
-0.03329182043671608,
0.01973409205675125,
0.02440512925386429,
0.06364420056343079,
-0.030437516048550606,
-0.038412343710660934,
0.00004261705180397257,
-0.06461446732282639,
-0.04022020846605301,
-0.012922053225338459,
0.05292080342769623,
-0.03860700875520706,
0.04634236544370651,
-0.013892742805182934,
0.048820916563272476,
-0.0752897560596466,
0.038923025131225586,
-0.08030892163515091,
0.0011734786676242948,
0.0068650925531983376,
0.0032611198257654905,
0.031225964426994324,
0.009622925892472267,
0.048671212047338486,
-0.061734527349472046,
0.034602705389261246,
-0.05244554579257965,
-0.06425973773002625,
-0.0675700381398201,
0.04575933516025543,
-0.0007204324938356876,
-0.0044486988335847855,
0.02728865295648575,
-0.0756424143910408,
-0.06417953968048096,
-0.08414223790168762,
-0.04749969020485878,
0.09419304132461548,
0.04931236431002617,
-0.08271852880716324,
0.010597927495837212,
-0.02995302528142929,
0.09391389042139053,
0.09442006796598434,
0.07274756580591202,
0.041214119642972946,
-0.038963720202445984,
-0.04780653491616249,
-0.040500346571207047,
0.04889274016022682,
0.012592725455760956,
-0.018682433292269707,
0.016980119049549103,
0.057677011936903,
-0.02617495134472847,
-0.05216033011674881,
0.018883662298321724,
-0.050340086221694946,
-0.06077380105853081,
0.018553312867879868,
-0.07307496666908264,
0.026296576485037804,
-0.06857429444789886,
0.037586845457553864,
0.042194463312625885,
-0.0878872200846672,
0.03139381483197212,
-0.02467137575149536,
0.020402368158102036,
-0.0026909848675131798,
-0.06157074496150017,
-0.07532216608524323,
-0.11394602805376053,
-0.04998549446463585,
-0.049716439098119736,
0.05554739013314247,
0.059390000998973846,
-0.019237812608480453,
0.06956970691680908,
-0.04885366931557655,
0.0630248412489891,
-0.05820546671748161,
-0.019818929955363274,
0.04584619402885437,
0.012986787594854832,
-0.07163259387016296,
0.02259177900850773,
0.02182549424469471,
-0.07134905457496643,
0.04031175374984741,
0.0704193040728569,
0.040745269507169724,
-0.059532053768634796,
-0.054205816239118576,
-0.03229089081287384,
-0.07830636948347092,
0.005604643374681473,
-0.0023680778685957193,
0.029445849359035492,
-0.055726904422044754,
-0.0627601221203804,
-0.07574830949306488,
-0.03759680315852165,
-0.04169392213225365,
-0.031043188646435738,
0.03434229642152786,
0.03699875995516777,
0.017748644575476646,
0.01895742490887642,
0.06960932910442352,
0.01941806823015213,
0.11482197046279907,
0.008536037988960743,
0.09521593153476715,
-0.06775566190481186,
-0.015122001059353352,
-0.010643181391060352,
-0.054653845727443695,
-0.04482947662472725,
0.10148415714502335,
-0.014072973281145096,
0.0320073701441288,
0.08528690785169601,
0.022776570171117783,
0.0895163044333458,
-0.03729750216007233,
0.06084487959742546,
0.007441269233822823,
0.06956589221954346,
0.023514317348599434,
0.04269547760486603,
0.07892295718193054,
-0.007664125878363848,
-0.06290099024772644,
-0.08599025011062622,
-0.07045092433691025,
0.008627621456980705,
0.07304850220680237,
-0.016309522092342377,
-0.038672685623168945,
-0.04808691143989563,
0.013429751619696617,
-0.039391376078128815,
-0.029779279604554176,
0.04496733099222183,
0.08165612071752548,
-0.01605481095612049,
-0.0674399733543396,
-0.08365876227617264,
0.09462576359510422,
-0.013620581477880478,
0.006389183457940817,
-0.012198356911540031,
0.04501216486096382,
-0.044784512370824814,
0.021590853109955788,
0.04779757559299469,
0.02485714666545391,
-0.017549974843859673,
-0.016305627301335335,
-0.09306608885526657,
-0.06758632510900497,
-0.05337436497211456,
-0.027041830122470856,
-0.04466794803738594,
0.06071000546216965,
0.04304846003651619,
-0.018368510529398918,
-0.0338217094540596,
-0.000253991165664047,
-0.002252059057354927,
-0.09686484932899475,
-0.03140631318092346,
0.01619836501777172,
-0.04524880275130272,
0.03497171029448509,
0.043308407068252563,
0.07312294095754623,
-0.04647812247276306,
-0.03067658469080925,
0.018224619328975677,
0.04667885601520538,
0.07108311355113983,
-0.0410451702773571,
-0.021276578307151794,
0.07873719930648804,
-0.03738780319690704,
0.04687079042196274,
0.06079406663775444,
-0.05798052251338959,
-0.08594091236591339,
0.07699326425790787,
-0.051591649651527405,
-0.043982796370983124,
-0.014600532129406929,
0.0558537021279335,
-0.031807128340005875,
0.042572617530822754,
0.028344273567199707,
-0.011759364977478981,
0.05278446525335312,
-0.08873706310987473,
-0.04316762462258339,
0.02059401385486126,
0.1372637301683426,
-0.08383557945489883,
-0.03617898002266884,
0.05232520401477814,
-0.05162828415632248,
-0.016762329265475273,
-0.04784654453396797,
-0.05444961413741112,
-0.05804166570305824,
-0.04110163450241089,
-0.016991425305604935,
0.015243221074342728,
0.048889342695474625,
-0.04349410906434059,
-0.030389463528990746,
-0.06601212918758392,
0.0482499822974205,
-0.055510133504867554,
0.07264241576194763,
-0.021839778870344162,
-0.04543145373463631,
0.039311733096838,
-0.011566226370632648,
0.029127344489097595,
0.04525381326675415,
-0.039015717804431915,
-0.049709171056747437,
0.0037224041298031807,
-0.023729898035526276,
0.11987197399139404,
0.01747160032391548,
0.03177115321159363,
-0.07255817949771881,
0.07813018560409546,
0.007412388455122709,
-0.000851352175232023,
0.06607867777347565,
0.01938013546168804,
0.04939180240035057,
0.02018013224005699,
-0.039146002382040024,
-0.04033917561173439,
-0.008574404753744602,
-0.0011437000939622521,
-0.07301449030637741,
0.015390146523714066,
0.018110796809196472,
-0.03835052624344826,
-0.05766187235713005,
-0.054246991872787476,
0.0702633410692215,
0.04119177535176277,
-0.011784236878156662,
-0.09554353356361389,
0.05091502517461777,
0.03876640647649765,
0.03607017919421196,
0.03861723095178604,
0.03883849456906319,
-0.03600548207759857,
-0.01549159362912178,
0.061100490391254425,
-0.030585499480366707,
-0.04818492382764816,
-0.019486958160996437,
-0.04669075459241867,
0.031412526965141296,
-0.05384814366698265,
0.09579914063215256,
0.04244130849838257,
0.002474767155945301,
0.07200075685977936,
-0.007102085743099451,
0.04352295771241188,
-0.030585668981075287,
-0.04832789674401283,
0.02657630667090416,
0.03732737898826599,
-0.05599469691514969,
0.07616859674453735,
0.026585081592202187,
0.02828734926879406,
0.056777771562337875,
0.0337538979947567,
0.08262735605239868,
0.08971220254898071,
-0.03156762570142746,
-0.028348734602332115,
0.048501599580049515,
0.03191908448934555,
0.022393662482500076,
0.041358593851327896,
-0.08375144749879837,
-0.06933357566595078,
-0.04300491884350777,
-0.042235393077135086,
0.007828861474990845,
-0.08384200930595398,
0.0009712479659356177,
0.045706406235694885,
-0.06943116337060928,
-0.011829386465251446,
0.0391269251704216,
0.004825740586966276,
0.03776842728257179,
-0.060956209897994995,
-0.04101986438035965,
0.06494016200304031,
-0.0525139756500721,
-0.04234255105257034,
0.00563837680965662,
0.057392776012420654,
-0.04996703937649727,
-0.019403159618377686,
0.0002671022666618228,
0.002531965496018529,
-0.08646932989358902,
0.056940171867609024,
-0.05455897003412247,
-0.03035515919327736,
0.08357298374176025,
-0.049687709659338,
-0.04720177873969078,
0.007100940681993961,
0.10487613081932068,
-0.07410944253206253,
0.04674737900495529,
0.053156185895204544,
-0.07220972329378128,
0.05679939687252045,
-0.04013073444366455,
-0.07083423435688019,
0.07585503160953522,
0.09223615378141403,
-0.011813712306320667,
-0.012534449808299541,
0.06953244656324387,
0.033805038779973984,
0.0400434285402298,
0.06258566677570343,
-0.02267918549478054,
-0.002490733051672578,
0.052296578884124756,
0.02190786600112915,
0.13541476428508759,
0.04938429594039917,
-0.02993820235133171,
0.03132293000817299,
0.002438223920762539,
-0.03446762636303902,
-0.05655956268310547,
0.0403793528676033,
-0.04581752046942711,
-0.06766363233327866,
0.029408743605017662,
0.03307831287384033,
-0.008471278473734856,
0.0585176981985569
] |
Mostly for cropping and recentering them; or combining them with a bottom side
to get a complete object.
I also made multiple scans for each object to increase the variation of the
objects in the synthetic images, and took around 200 pictures of each object I
scanned in various rooms and positions. I tried to have the objects in diverse
locations and took pictures from different angles. I made sure the pictures
were sometimes more blurry or only partially showing the object to further
increase variation.
Below are scans of the 3 objects I worked with: a shoe, a Coca Cola can and a
Kellogg’s cereal box.
I chose these objects because:
1. They were easy to move and manually take pictures of
2. They’ll fit with the indoor scene backgrounds
3. They are very different in terms of color, structure and reflective properties
Example object scans in Unity perception
### Generating Synthetic Data in Unity Perception | scraping/output/2304708636802131724.txt | [
0.030403900891542435,
-0.05485988035798073,
-0.05022788047790527,
-0.0629352256655693,
0.05424031615257263,
-0.02139304019510746,
0.023519543930888176,
0.030338307842612267,
0.07501646131277084,
-0.02874111197888851,
0.014273349195718765,
0.032804880291223526,
0.07848021388053894,
-0.015784673392772675,
-0.01631052978336811,
0.031656473875045776,
0.07945404201745987,
-0.015087209641933441,
-0.0282629132270813,
-0.04532647505402565,
0.014396497048437595,
-0.006232363171875477,
-0.015859700739383698,
0.04329882189631462,
0.021566640585660934,
0.05578552931547165,
-0.03276022523641586,
-0.01007214654237032,
0.051724087446928024,
-0.09935453534126282,
-0.062036097049713135,
-0.015677141025662422,
0.050507139414548874,
-0.02158559113740921,
0.07704035192728043,
0.01393364742398262,
-0.030779361724853516,
-0.048194825649261475,
0.04638325795531273,
-0.06979960203170776,
-0.03091592527925968,
-0.021460196003317833,
0.018320951610803604,
0.029308868572115898,
0.00914057157933712,
0.06685131788253784,
-0.08217739313840866,
0.026339832693338394,
-0.02975386008620262,
-0.056803878396749496,
-0.0669877752661705,
0.0458328016102314,
0.01962536945939064,
0.05717424303293228,
0.0229544285684824,
-0.06179199367761612,
-0.0517372228205204,
-0.07129456102848053,
-0.027305936440825462,
0.053220100700855255,
0.04514933004975319,
-0.1163373589515686,
-0.0038366252556443214,
0.014075183309614658,
0.10841834545135498,
0.10792703181505203,
0.03724951297044754,
0.03508275747299194,
-0.03001023642718792,
-0.04106162488460541,
-0.05627981573343277,
0.023879585787653923,
-0.008542235940694809,
-0.03705308586359024,
0.000436609290773049,
0.02415791153907776,
0.009727781638503075,
-0.061860132962465286,
0.04810662940144539,
-0.04897145926952362,
-0.08407039940357208,
0.010434497147798538,
-0.047947853803634644,
0.05854587256908417,
-0.0697740763425827,
0.034356873482465744,
0.0861247330904007,
-0.06941448897123337,
0.05926515907049179,
-0.03240573778748512,
0.01964414119720459,
0.010295278392732143,
-0.0869603380560875,
-0.060637466609478,
-0.07481535524129868,
-0.04036518931388855,
-0.08051364868879318,
0.044637035578489304,
0.04681471362709999,
-0.055546317249536514,
0.06641419231891632,
0.005801542662084103,
0.08586838096380234,
-0.03761806711554527,
0.007734631188213825,
0.028575994074344635,
0.03900153934955597,
-0.09058476239442825,
0.032215941697359085,
-0.04730481281876564,
-0.07153729349374771,
0.016809210181236267,
0.07498010247945786,
0.015807023271918297,
-0.03021024912595749,
-0.019593240693211555,
-0.0341220386326313,
-0.06675061583518982,
0.011520014144480228,
-0.019955355674028397,
0.07264039665460587,
-0.05883672460913658,
-0.08159371465444565,
-0.04583005607128143,
-0.03993299975991249,
-0.03816559538245201,
-0.007961989380419254,
0.10244161635637283,
0.05027053877711296,
-0.01069191750138998,
0.052505284547805786,
0.07536187022924423,
0.021383505314588547,
0.07517898082733154,
0.011355215683579445,
0.10982441157102585,
-0.05145159736275673,
0.03582478687167168,
-0.003409933065995574,
-0.035638876259326935,
-0.023166198283433914,
0.09567523002624512,
-0.04155461862683296,
0.030504008755087852,
0.09541285037994385,
0.05592404305934906,
0.04767382889986038,
-0.0376848429441452,
0.030467761680483818,
0.01979249157011509,
0.08284883946180344,
0.026962196454405785,
0.03227600082755089,
0.05457773804664612,
0.04582291468977928,
-0.03792617470026016,
-0.07647152245044708,
-0.03907661885023117,
0.05251398682594299,
0.055682770907878876,
-0.03313296288251877,
-0.014877920038998127,
-0.09760523587465286,
-0.0016029723919928074,
-0.04648197814822197,
-0.03567199409008026,
0.013425364159047604,
0.06520851701498032,
-0.027944758534431458,
-0.04667210578918457,
-0.06664399057626724,
0.07504958659410477,
0.0028118945192545652,
0.03760514780879021,
-0.010551972314715385,
0.025215504691004753,
-0.05032467842102051,
0.06465085595846176,
0.09255221486091614,
0.043881986290216446,
-0.0036900369450449944,
-0.0012095978017896414,
-0.06267943233251572,
-0.08123305439949036,
-0.06501567363739014,
-0.04961521551012993,
-0.0417415127158165,
0.05022474005818367,
0.02246745675802231,
-0.02694590575993061,
-0.04971757531166077,
0.021321313455700874,
-0.04890953376889229,
-0.04782838374376297,
-0.05523846670985222,
0.013517303392291069,
-0.06906452775001526,
0.04318118840456009,
0.04307424649596214,
0.07875318080186844,
-0.051360610872507095,
-0.029438728466629982,
0.015459444373846054,
0.004124409984797239,
0.04434964805841446,
-0.0033306535333395004,
-0.012052785605192184,
0.10553314536809921,
-0.011544703505933285,
0.021597441285848618,
0.05057729408144951,
-0.06057357415556908,
-0.0583089217543602,
0.06905495375394821,
-0.05227212607860565,
-0.05245367810130119,
-0.030834730714559555,
0.11924975365400314,
-0.026936689391732216,
0.03761924430727959,
0.06453780084848404,
-0.0106582036241889,
0.06504793465137482,
-0.06529087573289871,
-0.033843640238046646,
0.03789781779050827,
0.07613571733236313,
-0.09243232011795044,
-0.02183505892753601,
0.072789266705513,
-0.06420886516571045,
-0.02106751687824726,
-0.04828397184610367,
-0.05140998214483261,
-0.04883117973804474,
-0.05310848727822304,
-0.05145539343357086,
0.04381410405039787,
0.014647944830358028,
-0.04443403333425522,
-0.02367972396314144,
-0.07679583132266998,
0.06538308411836624,
-0.05926107242703438,
0.07918882369995117,
-0.044265683740377426,
-0.045906707644462585,
0.013684781268239021,
0.007359383627772331,
0.04543500766158104,
0.02159665711224079,
-0.02939116582274437,
-0.05256238952279091,
0.00023283007612917572,
-0.035186514258384705,
0.09036014974117279,
0.054380688816308975,
0.027874238789081573,
-0.052274297922849655,
0.07829046994447708,
-0.00363275152631104,
-0.030063699930906296,
0.10688933730125427,
0.039959847927093506,
0.04013833403587341,
0.04823007434606552,
-0.03470263630151749,
-0.01558858621865511,
-0.017076998949050903,
-0.03238556906580925,
-0.07917686551809311,
-0.013978322967886925,
-0.0011574404779821634,
-0.04134450480341911,
-0.055289726704359055,
-0.049879398196935654,
0.0773034542798996,
0.06288348883390427,
-0.04181811958551407,
-0.03598199039697647,
0.03418096899986267,
0.00018000831187237054,
0.043236907571554184,
0.046176183968782425,
0.026188533753156662,
0.008157468400895596,
0.03551562875509262,
0.08224210888147354,
0.00695966137573123,
-0.029261663556098938,
-0.016780760139226913,
-0.03501691296696663,
0.05381420999765396,
-0.05688915029168129,
0.04328309744596481,
0.05153890326619148,
0.009831277653574944,
0.041489679366350174,
-0.05656793713569641,
0.03502945601940155,
-0.014735492877662182,
-0.031161542981863022,
0.041359249502420425,
0.021268676966428757,
-0.06070902198553085,
0.06089844927191734,
0.005944269243627787,
0.023541156202554703,
0.02767634578049183,
-0.012369802221655846,
0.07220208644866943,
0.07371669262647629,
-0.03404979780316353,
-0.042270660400390625,
0.058868519961833954,
0.03788992017507553,
-0.012755549512803555,
0.004661003593355417,
-0.07433352619409561,
-0.06491456925868988,
-0.06517060101032257,
-0.06207266449928284,
-0.01158875972032547,
-0.0822303369641304,
0.023001456633210182,
0.07742973417043686,
-0.11164019256830215,
-0.024622436612844467,
0.0480363704264164,
-0.005880521610379219,
0.027595750987529755,
-0.059452883899211884,
-0.02281264029443264,
0.04889265075325966,
-0.0917980745434761,
-0.013010499067604542,
0.008218162693083286,
0.051350098103284836,
-0.04711923748254776,
-0.03932524845004082,
-0.003556628944352269,
-0.02479410730302334,
-0.06700146943330765,
0.06196070834994316,
-0.015829775482416153,
-0.048328422009944916,
0.09874322265386581,
-0.037443943321704865,
-0.040441665798425674,
0.009993776679039001,
0.0873664915561676,
-0.06352090835571289,
0.009848295710980892,
0.06435387581586838,
-0.09258333593606949,
0.018431073054671288,
-0.08762884885072708,
-0.05857343226671219,
0.08282887190580368,
0.06088897958397865,
-0.05661219730973244,
-0.040038999170064926,
0.061943378299474716,
0.06380514800548553,
0.03499283641576767,
0.07150337100028992,
-0.0005246775690466166,
-0.010545607656240463,
0.054368648678064346,
-0.027062145993113518,
0.0911131426692009,
0.026454707607626915,
-0.0506579652428627,
-0.015462089329957962,
-0.04450240731239319,
-0.0531059168279171,
0.005396549124270678,
0.03367633372545242,
-0.07809526473283768,
-0.0856947973370552,
-0.006235549692064524,
0.06869857013225555,
0.0009355412912555039,
0.02998071350157261
] |
Example object scans in Unity perception
### Generating Synthetic Data in Unity Perception
Unity Perception is a toolkit for generating datasets. It is relatively new
and for now only works on camera-based use cases. It is a plugin for Unity, a
game engine and cross-platform IDE.
To generate training images I used a simulation that positions your objects
with random rotations, scales and positions in front of a background and
before a light source and a camera. The objects were drawn with equal
probability; every class was equally represented.
Unity perception UI | scraping/output/2304708636802131724.txt | [
0.05490120127797127,
-0.052579544484615326,
-0.05299925059080124,
-0.06456173211336136,
0.07230078428983688,
-0.006585205439478159,
0.07632239907979965,
0.028138481080532074,
0.046962566673755646,
-0.03158504515886307,
0.03564782440662384,
0.058981116861104965,
0.08321750164031982,
-0.05529528483748436,
-0.011109663173556328,
0.03354932367801666,
0.0742889940738678,
-0.02258393168449402,
-0.0710081085562706,
-0.023165792226791382,
-0.012280851602554321,
0.015208479017019272,
-0.024853864684700966,
0.03242378681898117,
0.023554779589176178,
0.05767971649765968,
-0.050619937479496,
-0.012656528502702713,
0.01140452641993761,
-0.08995885401964188,
-0.09766183793544769,
-0.008686834014952183,
0.059053532779216766,
-0.0557982362806797,
0.06949706375598907,
0.028021100908517838,
-0.0451207160949707,
-0.028903016820549965,
0.07345441728830338,
-0.06768302619457245,
-0.00413484638556838,
-0.0002877868537325412,
0.025654949247837067,
0.03180001303553581,
0.0012153263669461012,
0.059958089143037796,
-0.031857527792453766,
-0.0041723670437932014,
-0.049363747239112854,
-0.032158974558115005,
-0.03758762776851654,
0.03648174926638603,
0.004562572110444307,
0.04953911527991295,
0.045973196625709534,
-0.056944940239191055,
-0.044086992740631104,
-0.054993487894535065,
-0.014590158127248287,
0.07590910792350769,
0.07744548469781876,
-0.11216916888952255,
-0.00010376200953032821,
0.007897712290287018,
0.1192769929766655,
0.10101286321878433,
-0.03632183372974396,
0.02931816689670086,
-0.0338013619184494,
-0.04957548901438713,
-0.05505290627479553,
-0.006768505088984966,
-0.005841773469001055,
-0.042157191783189774,
0.0038169363979250193,
0.03503887355327606,
0.03445110470056534,
-0.04397742077708244,
0.02964605577290058,
-0.05918184295296669,
-0.06458790600299835,
0.03313184157013893,
-0.015723243355751038,
0.07571075111627579,
-0.07194559276103973,
0.024103712290525436,
0.0513785183429718,
-0.06362417340278625,
0.05263970419764519,
-0.019877472892403603,
0.04907892271876335,
0.016315022483468056,
-0.06491398066282272,
-0.05940832942724228,
-0.08857420086860657,
-0.05940438434481621,
-0.034325264394283295,
0.07904119789600372,
0.05891042947769165,
-0.025783086195588112,
0.05386475473642349,
-0.000020567835235851817,
0.08374550193548203,
-0.04380684345960617,
-0.010277893394231796,
0.025287704542279243,
0.01444023847579956,
-0.10758478194475174,
0.019021155312657356,
-0.04885926842689514,
-0.041563719511032104,
0.07532954216003418,
0.05634016543626785,
0.03748352825641632,
-0.054353561252355576,
-0.011040332727134228,
-0.016692202538251877,
-0.07401508837938309,
0.012064282782375813,
-0.020090706646442413,
0.034762684255838394,
-0.0487263947725296,
-0.11572732031345367,
-0.03647838532924652,
-0.047702621668577194,
-0.08464214205741882,
-0.018920384347438812,
0.08636923879384995,
0.03559726104140282,
-0.013270586729049683,
0.04303746297955513,
0.05256890878081322,
0.02595476247370243,
0.06777100265026093,
0.02521936409175396,
0.09918498992919922,
-0.07616370171308517,
0.029723042622208595,
-0.03184415400028229,
-0.015093565918505192,
-0.032389622181653976,
0.08757790923118591,
-0.06174469366669655,
0.03042346052825451,
0.0997442826628685,
-0.003204064443707466,
0.05271192267537117,
-0.058072954416275024,
0.04410400614142418,
0.014517666772007942,
0.0714905858039856,
0.016661174595355988,
0.060831740498542786,
0.07498524338006973,
0.06436996906995773,
-0.05790528655052185,
-0.06055447831749916,
-0.04587193578481674,
0.047126948833465576,
0.043250277638435364,
-0.003840935416519642,
-0.04287286847829819,
-0.07557709515094757,
-0.01617300882935524,
-0.04564886540174484,
-0.0446755513548851,
-0.022195275872945786,
0.08604541420936584,
-0.019959811121225357,
-0.09294355660676956,
-0.10110876709222794,
0.07570664584636688,
-0.04460706561803818,
0.06306136399507523,
-0.0370819978415966,
0.03637251630425453,
-0.04175467789173126,
0.030232233926653862,
0.053162455558776855,
0.03752948343753815,
-0.011629516258835793,
-0.02205423079431057,
-0.0618104413151741,
-0.07502502202987671,
-0.07350508123636246,
-0.06861533224582672,
-0.057763177901506424,
0.03788962960243225,
0.0000473072832392063,
-0.013070504181087017,
-0.038246870040893555,
0.007436004001647234,
-0.019377002492547035,
-0.04057428613305092,
-0.03968400880694389,
0.01371718104928732,
-0.04381744563579559,
0.06597200781106949,
0.06358034908771515,
0.06777194142341614,
-0.032191257923841476,
-0.03579774126410484,
0.048557430505752563,
-0.041793469339609146,
0.05658063292503357,
-0.015128035098314285,
-0.015262148343026638,
0.03544197604060173,
0.006016249768435955,
0.06126806139945984,
0.04066856950521469,
-0.07856143265962601,
-0.05312700942158699,
0.05147445946931839,
-0.090277299284935,
-0.054909370839595795,
-0.032307710498571396,
0.11087790131568909,
-0.005551178473979235,
0.046587008982896805,
0.05506451800465584,
0.0012889860663563013,
0.040468811988830566,
-0.04845418408513069,
-0.017415951937437057,
0.022941675037145615,
0.0624399334192276,
-0.05937613174319267,
0.004437411669641733,
0.06588233262300491,
0.0033548001665621996,
-0.01506080199033022,
-0.023263685405254364,
-0.06349774450063705,
-0.04597236216068268,
-0.05064145848155022,
-0.0571153461933136,
0.030687550082802773,
0.04159475490450859,
-0.014806871302425861,
-0.04412104934453964,
-0.03869055211544037,
0.05195777863264084,
-0.08724919706583023,
0.04147246107459068,
-0.05329243466258049,
-0.03719520568847656,
0.02020678110420704,
0.007573574315756559,
0.03645636886358261,
0.04932746663689613,
-0.015765076503157616,
-0.02934681810438633,
-0.00524698942899704,
-0.03915287181735039,
0.06101565062999725,
0.06736023724079132,
0.018293272703886032,
-0.059314485639333725,
0.0458989292383194,
-0.011160624213516712,
-0.03683532774448395,
0.08187560737133026,
0.0595574751496315,
0.04513588547706604,
0.014228984713554382,
-0.03139957785606384,
-0.01351636927574873,
-0.03400275111198425,
-0.03099231608211994,
-0.051570113748311996,
-0.019621117040514946,
-0.01440272107720375,
0.01641339249908924,
-0.030137432739138603,
-0.026920724660158157,
0.08481407165527344,
0.052170880138874054,
-0.07238788157701492,
-0.03339884802699089,
0.08579788357019424,
-0.0035550047177821398,
0.03733149915933609,
0.050517626106739044,
0.047497399151325226,
0.026122119277715683,
0.002111048437654972,
0.08338245749473572,
-0.06282812356948853,
0.012594654224812984,
-0.026879137381911278,
-0.024892956018447876,
0.03280220925807953,
-0.03077889047563076,
0.045825183391571045,
0.06727857142686844,
-0.00809744093567133,
0.031635165214538574,
-0.027722042053937912,
0.06324315071105957,
-0.0272794459015131,
-0.03901871293783188,
0.012326480820775032,
0.04766915738582611,
-0.04983894154429436,
0.08098849654197693,
0.006684628315269947,
0.048063840717077255,
0.03461187705397606,
0.023892110213637352,
0.04956792667508125,
0.06991075724363327,
-0.04363251104950905,
-0.04701510816812515,
0.05839834362268448,
0.056360650807619095,
-0.006067195907235146,
0.044059980660676956,
-0.08660562336444855,
-0.03316771984100342,
-0.04825998470187187,
-0.06797061115503311,
-0.013153143227100372,
-0.10093264281749725,
0.012789110653102398,
0.06198824569582939,
-0.12391305714845657,
-0.014675083570182323,
0.06553240865468979,
-0.037701547145843506,
-0.00041828572284430265,
-0.03742260858416557,
-0.05080384388566017,
0.05195853114128113,
-0.09589704871177673,
-0.03338402137160301,
-0.00024329025472979993,
0.09132284671068192,
-0.024901149794459343,
-0.05056333541870117,
0.04967881366610527,
0.024162691086530685,
-0.06303613632917404,
0.037742722779512405,
-0.051667969673871994,
-0.05850091949105263,
0.0910734087228775,
-0.031749699264764786,
-0.042256634682416916,
0.02003692090511322,
0.0731898844242096,
-0.08605179935693741,
0.010355403646826744,
0.0493929348886013,
-0.09725797921419144,
0.012218507006764412,
-0.12935519218444824,
-0.03545139357447624,
0.08011293411254883,
0.08482785522937775,
-0.06335780769586563,
-0.05084734037518501,
0.028263607993721962,
0.042688772082328796,
0.026597704738378525,
0.06824926286935806,
0.02999504841864109,
0.0011821500957012177,
0.0381464920938015,
-0.020788896828889847,
0.07294255495071411,
-0.008490105159580708,
-0.06323610991239548,
-0.0024889730848371983,
-0.0050506796687841415,
-0.04332390055060387,
-0.01569582149386406,
-0.0133891012519598,
-0.05458411946892738,
-0.057333722710609436,
0.0442977175116539,
0.05109637975692749,
0.009109510108828545,
0.06738782674074173
] |
Unity perception UI
For more variation I randomized the lighting intensity and used different
smoothness properties for the objects and different types of background
generation. I used the same background generation scheme as used by unity in
their tutorial for Unity Perception consisting of random objects with random
textures as their background. This ensures a very different background for
each simulation with no other recognisable objects aside from the object
classes. For general purposes this is a good baseline to begin with (this
situation is referenced as Simulation 1 in the graph below).
Tutorial background simulation | scraping/output/2304708636802131724.txt | [
0.027334876358509064,
-0.0390901044011116,
-0.030875638127326965,
-0.08246342837810516,
0.08285355567932129,
-0.023694749921560287,
0.06976030766963959,
0.01124313659965992,
0.03773120418190956,
-0.011827168054878712,
0.06226172298192978,
0.023866623640060425,
0.10287611931562424,
-0.027511395514011383,
-0.01884288713335991,
0.05498780682682991,
0.06700965017080307,
-0.022790655493736267,
-0.07335124164819717,
-0.07264569401741028,
0.001126529066823423,
0.0017298647435382009,
-0.012485497631132603,
0.03379329666495323,
0.04049520939588547,
0.05386608839035034,
-0.02624974586069584,
-0.03122468665242195,
0.014449747279286385,
-0.09484513103961945,
-0.05594859644770622,
0.004279745742678642,
0.018180686980485916,
-0.05536719411611557,
0.0469602532684803,
0.0028814966790378094,
-0.04617777094244957,
-0.016118308529257774,
0.06155675649642944,
-0.06129661574959755,
0.0017457478679716587,
0.02263658307492733,
-0.0006997411837801337,
0.057015594094991684,
-0.026532739400863647,
0.06290431320667267,
-0.030903905630111694,
0.010115955956280231,
-0.05147423967719078,
-0.041946686804294586,
-0.05170675367116928,
0.024252204224467278,
-0.008183019235730171,
0.05532979965209961,
0.012615079991519451,
-0.06048185005784035,
-0.00393255241215229,
-0.05974368378520012,
-0.02037220634520054,
0.08994382619857788,
0.07905879616737366,
-0.07453921437263489,
-0.028303682804107666,
-0.00568182859569788,
0.09200266748666763,
0.1320050209760666,
-0.01610489748418331,
0.07008663564920425,
-0.055460523813962936,
-0.018697848543524742,
-0.06385374814271927,
0.011849688366055489,
-0.03561386838555336,
-0.07276906073093414,
0.006273151841014624,
0.05030553415417671,
0.024996761232614517,
-0.059999044984579086,
0.03703567385673523,
-0.05572449043393135,
-0.0534505695104599,
0.004115622490644455,
-0.0036335366312414408,
0.06525413691997528,
-0.019698383286595345,
0.029187364503741264,
0.041241344064474106,
-0.047377899289131165,
0.07478295266628265,
-0.04226962849497795,
0.05235229805111885,
0.004402466583997011,
-0.050501249730587006,
-0.05021440610289574,
-0.058482300490140915,
-0.04750222712755203,
-0.04448900371789932,
0.054665420204401016,
0.056045979261398315,
-0.009361210279166698,
0.05438040569424629,
0.005872656591236591,
0.11557431519031525,
-0.07327444851398468,
-0.013142824172973633,
0.019250502809882164,
0.03288568556308746,
-0.08078037202358246,
0.01044430024921894,
-0.033904243260622025,
-0.04743508622050285,
0.026633871719241142,
0.058617446571588516,
0.05069005861878395,
-0.049141619354486465,
-0.06486260890960693,
-0.03604442626237869,
-0.04001611843705177,
0.025736846029758453,
-0.038983412086963654,
0.02550787851214409,
-0.03943698853254318,
-0.12013940513134003,
-0.08452218770980835,
-0.0691898912191391,
-0.009709376841783524,
-0.008831223472952843,
0.0691239982843399,
0.030130406841635704,
0.010002096183598042,
0.038043756037950516,
0.06302405893802643,
0.051059506833553314,
0.07584474980831146,
0.01933722011744976,
0.10593397915363312,
-0.06436638534069061,
0.04632352665066719,
-0.03423779085278511,
-0.00009167813550448045,
-0.04131438955664635,
0.08705708384513855,
-0.038747694343328476,
0.020555905997753143,
0.06512916833162308,
-0.01719009317457676,
0.06958436220884323,
-0.06353781372308731,
0.05074350908398628,
0.013654856011271477,
0.07286816835403442,
0.02858344279229641,
0.02938237227499485,
0.07097733020782471,
0.0459815189242363,
-0.049482278525829315,
-0.06854879856109619,
-0.04410586878657341,
0.04616476222872734,
0.0644751712679863,
-0.022955330088734627,
-0.05358153209090233,
-0.039899829775094986,
0.035819049924612045,
-0.060672879219055176,
-0.054132089018821716,
0.004436719696968794,
0.08104221522808075,
-0.012345625087618828,
-0.03193207457661629,
-0.06402813643217087,
0.077363520860672,
0.0023642724845558405,
0.0644119530916214,
-0.017056968063116074,
0.004221207927912474,
-0.04374514892697334,
0.02358829602599144,
0.06480488181114197,
0.05489639565348625,
-0.002831983147189021,
-0.010584556497633457,
-0.05276085436344147,
-0.06991571187973022,
-0.0642857626080513,
-0.035915177315473557,
-0.05598616972565651,
0.039611272513866425,
0.056857336312532425,
-0.026071101427078247,
-0.030100269243121147,
0.032103486359119415,
-0.03229617327451706,
-0.054863400757312775,
-0.038231685757637024,
0.0204575564712286,
-0.07723904401063919,
0.055365897715091705,
0.032945629209280014,
0.10210397839546204,
-0.031257547438144684,
-0.05029042065143585,
0.030973173677921295,
0.00674058124423027,
0.05243450775742531,
0.036295343190431595,
-0.04199638217687607,
0.04910912737250328,
-0.027898866683244705,
0.049803853034973145,
0.05396735668182373,
-0.06017807126045227,
-0.06655970960855484,
0.05070338398218155,
-0.058087773621082306,
-0.021807009354233742,
-0.04373360052704811,
0.07915744185447693,
-0.033029552549123764,
0.0719352439045906,
0.0312737300992012,
0.0020228123757988214,
0.07958607375621796,
-0.05864899605512619,
-0.02348531410098076,
0.06413913518190384,
0.08601327240467072,
-0.03887728229165077,
-0.04134523496031761,
0.1034577265381813,
-0.047382887452840805,
-0.01360817439854145,
-0.032476142048835754,
-0.07417375594377518,
-0.06477127969264984,
-0.0876370221376419,
-0.029578426852822304,
0.015229121781885624,
0.010069246403872967,
-0.018428947776556015,
-0.018745487555861473,
-0.09293763339519501,
0.03354752063751221,
-0.0707598403096199,
0.06004584953188896,
-0.041423097252845764,
-0.041896525770425797,
0.030261825770139694,
-0.013524848967790604,
0.033819325268268585,
0.02920437790453434,
-0.03179765120148659,
-0.050222691148519516,
-0.007384452037513256,
-0.0250847227871418,
0.04231128469109535,
0.07451526075601578,
0.046048734337091446,
-0.04791269823908806,
0.020461853593587875,
-0.018394000828266144,
-0.027540212497115135,
0.08187470585107803,
0.0638415664434433,
0.014381276443600655,
0.02893458679318428,
-0.030243808403611183,
-0.027381615713238716,
-0.03947974368929863,
-0.02421238273382187,
-0.06330050528049469,
-0.003290291875600815,
-0.0038719400763511658,
-0.05268494412302971,
-0.024441413581371307,
-0.016361884772777557,
0.07631093263626099,
0.06877896934747696,
-0.06899602711200714,
-0.06782795488834381,
0.04809004068374634,
0.001445300062187016,
0.03252018243074417,
0.03481477499008179,
0.022475210949778557,
-0.013675877824425697,
0.021592382341623306,
0.07091324776411057,
-0.03769730404019356,
0.01208942849189043,
-0.01877044141292572,
-0.06743266433477402,
0.0042492845095694065,
-0.03698340430855751,
0.08859549462795258,
0.061077848076820374,
-0.0442536361515522,
0.043406710028648376,
-0.07360216975212097,
0.06234026700258255,
-0.041740864515304565,
-0.01761069893836975,
0.021770766004920006,
0.0346379280090332,
-0.057025350630283356,
0.07744798064231873,
0.002205801662057638,
0.02721025049686432,
0.002873273566365242,
0.05225014314055443,
0.08240281790494919,
0.09768417477607727,
-0.09205016493797302,
0.0021514901891350746,
0.062472544610500336,
0.05632350966334343,
0.004424032289534807,
0.022064732387661934,
-0.08345285803079605,
-0.026280978694558144,
-0.03832612186670303,
-0.07534854859113693,
-0.04031072556972504,
-0.05792407691478729,
0.010607387870550156,
0.07312288880348206,
-0.11709842085838318,
-0.03318877890706062,
0.08320217579603195,
0.012171453796327114,
0.00839777011424303,
-0.03446929529309273,
-0.06977561116218567,
0.038418639451265335,
-0.06627031415700912,
-0.028129491955041885,
-0.011531475000083447,
0.07641129940748215,
-0.04596949741244316,
-0.061350755393505096,
0.03774739056825638,
-0.008445080369710922,
-0.05423573777079582,
0.023063987493515015,
-0.05183565244078636,
-0.03261234611272812,
0.06295866519212723,
-0.0397057943046093,
-0.043044235557317734,
-0.00553889200091362,
0.057159289717674255,
-0.08279520273208618,
0.07167309522628784,
0.038376227021217346,
-0.09192975610494614,
0.03445564582943916,
-0.12441471219062805,
-0.07395340502262115,
0.07989241182804108,
0.07071640342473984,
-0.04357379302382469,
-0.005949488840997219,
0.011860089376568794,
0.08135604858398438,
0.026367029175162315,
0.05708508938550949,
-0.008714000694453716,
0.016404224559664726,
0.024577546864748,
-0.0363042950630188,
0.06861478835344315,
0.03715849667787552,
-0.0892239511013031,
0.009911294095218182,
-0.04170456528663635,
-0.007752419915050268,
-0.016533954069018364,
-0.003449390409514308,
-0.09100748598575592,
-0.058993324637413025,
0.04021180048584938,
0.04267453774809837,
0.03544967994093895,
0.09142732620239258
] |
Tutorial background simulation
However, training on only these images did not yield very good results so I
tried switching to a random background image instead. These background images
were sampled from an online dataset of indoor scenes. This drastically
improved results, as I will show in the graph below. The dataset these
background images are sampled from should be chosen depending on the natural
context of your object class.
Simulation with background image
To further improve the scene I added random objects but now in fewer numbers
and in the foreground. These objects sometimes partly obscure classes and also
make for a more diverse scene.
Simulation with background image and random objects
Another improvement I made is using multiple object meshes for the same object
class. This improves the results for more complex objects.
### Training Object Detection Models | scraping/output/2304708636802131724.txt | [
0.048849329352378845,
-0.07003121078014374,
-0.02480747364461422,
-0.033124879002571106,
0.08082164078950882,
-0.022661151364445686,
0.06060988828539848,
0.02402595803141594,
0.03604380413889885,
-0.02739097736775875,
0.024979325011372566,
0.05204124003648758,
0.07333935052156448,
-0.04806883633136749,
-0.047109007835388184,
0.04684891924262047,
0.05960474908351898,
-0.05221690237522125,
-0.09261943399906158,
-0.04428110271692276,
0.0057108704932034016,
-0.00845267716795206,
-0.05327513813972473,
0.025711793452501297,
0.03638958930969238,
0.01686423271894455,
-0.028722668066620827,
0.010595102794468403,
0.029768172651529312,
-0.06417472660541534,
-0.023025965318083763,
-0.009971139952540398,
0.02264288254082203,
-0.03470413014292717,
0.044273458421230316,
-0.0037234185729175806,
-0.005280685145407915,
-0.044691186398267746,
0.04417264461517334,
-0.07078881561756134,
-0.02035645581781864,
0.030835576355457306,
0.023001600056886673,
0.03750694915652275,
-0.01767098717391491,
0.05538278818130493,
-0.018021514639258385,
0.02667163498699665,
-0.032770197838544846,
-0.04536973312497139,
-0.06369660794734955,
0.03492206335067749,
-0.017181601375341415,
0.04102703183889389,
0.037883106619119644,
-0.07498461753129959,
-0.03865259885787964,
-0.06610392779111862,
-0.04507087171077728,
0.09960000216960907,
0.05399373546242714,
-0.07877735048532486,
-0.00039523898158222437,
-0.0239744670689106,
0.11322484910488129,
0.1236499473452568,
0.009720680303871632,
0.05673099309206009,
-0.07280991971492767,
-0.0597052238881588,
-0.04751278832554817,
0.05595358833670616,
0.0013014605501666665,
-0.0635957196354866,
0.0041815005242824554,
0.02594788745045662,
0.03142794966697693,
-0.061328623443841934,
0.04249082878232002,
-0.050360120832920074,
-0.0342303141951561,
-0.01468746829777956,
-0.020876238122582436,
0.059577226638793945,
-0.0341712050139904,
0.012657124549150467,
0.04323946312069893,
-0.07934142649173737,
0.0916358083486557,
-0.01838499680161476,
0.021903473883867264,
0.033557094633579254,
-0.043862372636795044,
-0.05315086990594864,
-0.04128919914364815,
-0.09153833985328674,
-0.0726892426609993,
-0.004586552735418081,
0.037885766476392746,
-0.023209843784570694,
0.09189504384994507,
-0.03818449378013611,
0.07870703935623169,
-0.058131732046604156,
-0.020361991599202156,
0.0725979208946228,
0.07935050874948502,
-0.05115628242492676,
-0.004851704463362694,
-0.012140565551817417,
-0.04746522754430771,
0.012039756402373314,
0.08817373216152191,
0.06507737934589386,
-0.0573328360915184,
-0.05488737300038338,
-0.047378506511449814,
-0.036608386784791946,
0.06604308634996414,
-0.03519996628165245,
0.056268222630023956,
-0.04588296636939049,
-0.09033259004354477,
-0.04497680068016052,
-0.06813570857048035,
0.025268511846661568,
0.005731977988034487,
0.03936493769288063,
0.04862967133522034,
0.01924831233918667,
0.04416311904788017,
0.06633607298135757,
0.01867920160293579,
0.03905176743865013,
0.03706268221139908,
0.08814279735088348,
-0.04603524133563042,
0.049689654260873795,
-0.03787233680486679,
-0.048442501574754715,
-0.04689957574009895,
0.06384379416704178,
0.007963508367538452,
0.04517778754234314,
0.08946594595909119,
0.010434607975184917,
0.0730244591832161,
-0.07990538328886032,
0.0653747096657753,
0.0029999269172549248,
0.04323869198560715,
-0.0007405888754874468,
0.05909616872668266,
0.049600835889577866,
0.04461555927991867,
-0.05128971114754677,
-0.07422186434268951,
-0.056962549686431885,
0.03826121240854263,
0.09649059921503067,
-0.03497593104839325,
-0.032639820128679276,
-0.05228089913725853,
0.006210288964211941,
-0.04227928817272186,
-0.022088661789894104,
0.010887941345572472,
0.03248856961727142,
-0.012943997979164124,
-0.053698040544986725,
-0.07418173551559448,
0.04643220081925392,
-0.021485520526766777,
0.0513046570122242,
-0.0025280185509473085,
0.027550149708986282,
-0.03628500550985336,
0.04738646373152733,
0.06508130580186844,
0.05456537380814552,
-0.05301477015018463,
-0.021622655913233757,
-0.09305562824010849,
-0.05402222275733948,
-0.057630252093076706,
-0.02087395265698433,
-0.05059628188610077,
0.04225463047623634,
0.07238905131816864,
-0.04744987562298775,
0.03334558755159378,
0.036856915801763535,
-0.009468700736761093,
-0.10057485103607178,
-0.05451725050806999,
0.022202249616384506,
-0.0339619442820549,
0.048688147217035294,
0.057281509041786194,
0.06615855544805527,
-0.022497298195958138,
-0.02105901949107647,
0.046508196741342545,
0.05964788421988487,
0.0481901615858078,
-0.013936638832092285,
-0.03082992322742939,
0.03923717141151428,
-0.049067579209804535,
0.03435549885034561,
0.058809250593185425,
-0.05051664635539055,
-0.08512188494205475,
0.03869153931736946,
-0.025160055607557297,
-0.04303254559636116,
-0.028939075767993927,
0.06396403163671494,
-0.047887712717056274,
0.07794642448425293,
0.04133883863687515,
-0.0003828934277407825,
0.08195894211530685,
-0.04655967652797699,
-0.023788508027791977,
0.08569394797086716,
0.09179273247718811,
-0.07252461463212967,
-0.03265656903386116,
0.07469610869884491,
-0.05409600958228111,
-0.009188175201416016,
-0.03982421010732651,
-0.05009065568447113,
-0.07314211875200272,
-0.025383152067661285,
-0.026104342192411423,
0.015101388096809387,
0.02321188524365425,
-0.03234831988811493,
-0.03862982615828514,
-0.09499047696590424,
0.012560469098389149,
-0.03667743131518364,
0.019680069759488106,
-0.047275230288505554,
-0.03397933393716812,
0.0405963771045208,
-0.015983520075678825,
0.024107031524181366,
0.04855038970708847,
-0.021098850294947624,
-0.06295432895421982,
-0.03708883747458458,
-0.024605367332696915,
0.07275895029306412,
0.09917362779378891,
0.028075862675905228,
-0.060195256024599075,
0.05134361609816551,
-0.007200717926025391,
-0.028797632083296776,
0.07286667078733444,
0.0726916566491127,
0.009471078403294086,
0.0467071458697319,
-0.011184683069586754,
-0.028823360800743103,
-0.011842130683362484,
-0.07534302026033401,
-0.055290404707193375,
0.04374869540333748,
-0.004634516779333353,
-0.06975668668746948,
-0.04718906432390213,
-0.04281292483210564,
0.060742929577827454,
0.09375521540641785,
-0.0664052739739418,
-0.06623890995979309,
0.06901954114437103,
0.01528339833021164,
0.042954571545124054,
0.061271630227565765,
0.020014995709061623,
-0.030986273661255836,
0.016980433836579323,
0.06328427046537399,
-0.005932976957410574,
-0.024568935856223106,
-0.06368321180343628,
-0.04238811507821083,
-0.010159016586840153,
-0.04090983048081398,
0.07543820142745972,
0.05306977778673172,
-0.019255561754107475,
0.05676265433430672,
-0.05098213627934456,
0.0276029109954834,
-0.07005816698074341,
-0.034816134721040726,
0.022181276232004166,
0.08538878709077835,
-0.08013704419136047,
0.04493241384625435,
0.016500184312462807,
0.018991636112332344,
0.02387239970266819,
0.055388595908880234,
0.07569317519664764,
0.08225974440574646,
-0.0701284408569336,
-0.028292454779148102,
0.04773683100938797,
0.0723581314086914,
-0.012193258851766586,
0.04532111436128616,
-0.07696487754583359,
-0.005054726265370846,
-0.03401835635304451,
-0.04123662784695625,
-0.010134046897292137,
-0.00772208021953702,
0.0007186053553596139,
0.08373013138771057,
-0.0947381854057312,
-0.04314184561371803,
0.0362941138446331,
0.003987174015492201,
0.053706638514995575,
-0.03944374620914459,
-0.1033785417675972,
0.0441427081823349,
-0.06072591245174408,
-0.05614406615495682,
-0.021646695211529732,
0.07355320453643799,
-0.07126008719205856,
-0.024440933018922806,
0.024368353188037872,
-0.01982891373336315,
-0.0720071867108345,
0.0034220272209495306,
-0.02667340077459812,
-0.04422549530863762,
0.04382394999265671,
-0.06126132979989052,
-0.07053398340940475,
-0.00944552943110466,
0.09317586570978165,
-0.06099243834614754,
0.0662996917963028,
0.015814512968063354,
-0.07798729091882706,
0.03607093170285225,
-0.08423709869384766,
-0.05323479324579239,
0.045016638934612274,
0.0687713772058487,
-0.08016316592693329,
-0.01133842021226883,
0.0464521199464798,
0.031142786145210266,
0.03549015149474144,
0.07000593096017838,
-0.02774716168642044,
0.0017747858073562384,
-0.013111094012856483,
-0.016510961577296257,
0.08047199249267578,
0.031800832599401474,
-0.06853200495243073,
0.007959265261888504,
-0.05732053145766258,
-0.061983637511730194,
-0.029481807723641396,
0.011685717850923538,
-0.0769234299659729,
-0.05168501287698746,
0.0727657750248909,
0.0725148394703865,
0.058729033917188644,
0.07991670817136765
] |
Another improvement I made is using multiple object meshes for the same object
class. This improves the results for more complex objects.
### Training Object Detection Models
I used the Tensorflow Object Detection API to train the models. I imported
pre-trained models from the Tensorflow model zoo and then fine-tuned them on
my data. I chose to work with a mobilenet, since it is a relatively fast model
that allows me to obtain decent results in a short time.
When taking pictures, I moved the objects to a different location for every
picture and took pictures from many angles. I also took pictures in which
objects were either partially obscured or not entirely in frame; all the
pictures were taken with the same phone in the same quality. | scraping/output/2304708636802131724.txt | [
0.050576355308294296,
-0.06094538792967796,
-0.03386510908603668,
-0.010924205183982849,
0.05932748317718506,
-0.021106768399477005,
0.043110497295856476,
0.004550736863166094,
0.036502838134765625,
-0.03243520110845566,
0.011678630486130714,
0.03788035735487938,
0.09440457820892334,
-0.025071797892451286,
-0.03968037664890289,
0.05399458110332489,
0.06839007139205933,
-0.04040888324379921,
-0.09425240755081177,
-0.0343082994222641,
-0.014560085721313953,
-0.027386363595724106,
-0.030348550528287888,
0.0568038709461689,
0.05380348488688469,
0.02660350687801838,
-0.02287444844841957,
-0.030376678332686424,
0.06311296671628952,
-0.06938338279724121,
0.011906622909009457,
-0.012777547352015972,
0.026017310097813606,
-0.03042508102953434,
0.06081489846110344,
0.015651501715183258,
-0.009366401471197605,
-0.05719469487667084,
0.031110528856515884,
-0.08206634223461151,
-0.04166961833834648,
0.0017924238927662373,
0.02039455622434616,
0.017112987115979195,
-0.003622971707955003,
0.032193440943956375,
-0.003106246702373028,
0.04895930737257004,
-0.05647609010338783,
-0.06498763710260391,
-0.047056932002305984,
0.044016968458890915,
0.01397348940372467,
0.052524492144584656,
0.0342663936316967,
-0.038359545171260834,
-0.062404125928878784,
-0.07641374319791794,
-0.03906343877315521,
0.06464659422636032,
0.043324705213308334,
-0.07587451487779617,
0.006879701279103756,
-0.024483846500515938,
0.13228513300418854,
0.08019420504570007,
0.028972947970032692,
0.05185077339410782,
-0.03904864192008972,
-0.040723830461502075,
-0.03221714124083519,
0.09492672234773636,
-0.010441003367304802,
-0.05675585940480232,
0.02756803296506405,
0.061292994767427444,
0.016333194449543953,
-0.10270009934902191,
0.023759741336107254,
-0.06366720795631409,
-0.04326349124312401,
-0.020184868946671486,
-0.03587382659316063,
0.05006422474980354,
-0.02707206830382347,
0.021153539419174194,
0.07790040224790573,
-0.07822456955909729,
0.08517154306173325,
-0.04168466478586197,
0.010460099205374718,
0.018189242109656334,
-0.04346737638115883,
-0.05549226701259613,
-0.1153370663523674,
-0.06796012818813324,
-0.0634617805480957,
0.04045158624649048,
0.04647103324532509,
-0.02320300228893757,
0.05148400366306305,
0.006215134169906378,
0.0831785723567009,
-0.05592787638306618,
-0.05053803324699402,
0.07736600190401077,
0.03185823932290077,
-0.045891616493463516,
0.02910768985748291,
-0.04421399533748627,
-0.037081409245729446,
0.0532807819545269,
0.10052155703306198,
0.029444923624396324,
-0.06365924328565598,
-0.05699613690376282,
-0.03373797610402107,
-0.005419560708105564,
0.06271648406982422,
-0.05866960808634758,
0.06093674898147583,
-0.07714983075857162,
-0.07838968187570572,
-0.03355851024389267,
-0.041738349944353104,
0.014743034727871418,
0.015279322862625122,
0.047069426625967026,
0.05295366421341896,
-0.010380092076957226,
0.03218314051628113,
0.06688635796308517,
0.02855364978313446,
0.06822651624679565,
0.06279374659061432,
0.08816742897033691,
-0.026379147544503212,
0.038403552025556564,
-0.028502434492111206,
-0.07716333121061325,
-0.04932404309511185,
0.11730088293552399,
0.010762851685285568,
0.02629784494638443,
0.05491602048277855,
0.03096008114516735,
0.04904899746179581,
-0.06324275583028793,
0.0801176056265831,
-0.008189300075173378,
0.06007153540849686,
0.01000266708433628,
0.07667490839958191,
0.019191153347492218,
0.03174553066492081,
-0.051761675626039505,
-0.08805675059556961,
-0.07008565217256546,
0.029694484546780586,
0.05074578523635864,
-0.030910924077033997,
-0.0057673146948218346,
-0.07413280010223389,
0.01861230842769146,
-0.022107990458607674,
-0.016305427998304367,
-0.0076611717231571674,
0.04631050303578377,
-0.029726579785346985,
-0.03538002446293831,
-0.0803336650133133,
0.057640478014945984,
-0.06486224383115768,
0.01684701256453991,
0.019673019647598267,
0.039137132465839386,
-0.01173094380646944,
0.029403138905763626,
0.06510798633098602,
0.02460457570850849,
-0.043892260640859604,
0.0004814464773517102,
-0.09997577220201492,
-0.009067567065358162,
-0.06284621357917786,
0.0030464448500424623,
-0.051513273268938065,
0.03833632543683052,
0.04762684181332588,
-0.06920696794986725,
0.009041297249495983,
0.016282465308904648,
-0.02477324940264225,
-0.08214320242404938,
-0.062072258442640305,
0.024300502613186836,
-0.05345083773136139,
0.07585521042346954,
0.0603446401655674,
0.047326646745204926,
-0.012386630289256573,
-0.01811877079308033,
0.029184717684984207,
0.05324919521808624,
0.02232181653380394,
-0.0002425637940177694,
-0.05074043571949005,
0.09255831688642502,
-0.043465279042720795,
0.03156555816531181,
0.08055821806192398,
-0.05907819792628288,
-0.06663589924573898,
0.08356859534978867,
-0.02118256874382496,
-0.046543072909116745,
-0.011882157996296883,
0.08677876740694046,
-0.020474398508667946,
0.046257611364126205,
0.056406170129776,
-0.026054222136735916,
0.07431315630674362,
-0.04491797089576721,
-0.037986692041158676,
0.09277994930744171,
0.06958165764808655,
-0.08873718231916428,
-0.030307719483971596,
0.047131940722465515,
-0.08320781588554382,
0.005887205246835947,
-0.04971696063876152,
-0.044514670968055725,
-0.0707777738571167,
-0.045449864119291306,
-0.06124508008360863,
-0.00019427796360105276,
0.02724403887987137,
-0.005210432689636946,
-0.01778314635157585,
-0.09232094883918762,
0.06483051925897598,
-0.04497070983052254,
0.03871868923306465,
-0.033893246203660965,
-0.037473615258932114,
0.0444469153881073,
-0.016517654061317444,
0.03956303000450134,
0.061208147555589676,
-0.02349976822733879,
-0.05645556375384331,
-0.025724492967128754,
-0.03531074523925781,
0.06953094899654388,
0.08863771706819534,
0.03959578275680542,
-0.0587313212454319,
0.038691196590662,
-0.03055400215089321,
-0.03754864260554314,
0.07096348702907562,
0.031913094222545624,
0.004023986402899027,
0.02660619467496872,
-0.06592021137475967,
-0.039529070258140564,
-0.03954275697469711,
-0.03423997387290001,
-0.05300073325634003,
0.028283927589654922,
-0.02000715397298336,
-0.08520304411649704,
-0.04447363317012787,
-0.017566587775945663,
0.05580177158117294,
0.08891118317842484,
-0.07309826463460922,
-0.02966245263814926,
0.06569478660821915,
0.02311401627957821,
0.028704801574349403,
0.048886582255363464,
-0.009460554458200932,
-0.017254767939448357,
0.03593532741069794,
0.08540278673171997,
-0.003011115128174424,
-0.0397002249956131,
-0.08105167001485825,
-0.03534027561545372,
0.007533918134868145,
-0.04816926270723343,
0.07694802433252335,
0.03140125051140785,
-0.014849469065666199,
0.038827668875455856,
-0.07633518427610397,
0.03228157013654709,
-0.02861013077199459,
-0.024149402976036072,
0.05277607962489128,
0.04769853129982948,
-0.1033514216542244,
0.05166471377015114,
0.038419101387262344,
0.026849932968616486,
0.03290886431932449,
0.03829740732908249,
0.09259585291147232,
0.0712023451924324,
-0.060703061521053314,
-0.040073223412036896,
0.022454967722296715,
0.032655101269483566,
-0.015073896385729313,
0.00433202413842082,
-0.08068203926086426,
-0.02370752952992916,
-0.02693934738636017,
-0.058030545711517334,
0.011660885997116566,
-0.04515644907951355,
0.008501566015183926,
0.09102583676576614,
-0.07763773947954178,
-0.0188226830214262,
0.006810880731791258,
-0.025172362104058266,
0.03889235854148865,
-0.030924273654818535,
-0.05625919997692108,
0.027857216075062752,
-0.07654745876789093,
-0.054927073419094086,
-0.019867846742272377,
0.05029062181711197,
-0.08670105040073395,
-0.04874216765165329,
0.011342120356857777,
-0.004076980520039797,
-0.0960596352815628,
0.022437840700149536,
-0.05138798803091049,
-0.04854977875947952,
0.06749143451452255,
-0.04153671860694885,
-0.03190147876739502,
-0.007810651790350676,
0.08831807971000671,
-0.06309988349676132,
0.026564523577690125,
0.04699180647730827,
-0.050321947783231735,
0.08274445682764053,
-0.0743727833032608,
-0.06436419486999512,
0.025915993377566338,
0.06660811603069305,
-0.054188262671232224,
-0.007072165608406067,
0.04355112835764885,
0.06525595486164093,
0.08120100945234299,
0.08156337589025497,
-0.03974638134241104,
0.0098373182117939,
-0.005996933206915855,
-0.0002974258386529982,
0.06415928900241852,
0.04134805127978325,
-0.06225708872079849,
0.006617279257625341,
-0.052765388041734695,
-0.06556358933448792,
0.0011245815549045801,
0.04158790782094002,
-0.07989470660686493,
-0.02696654200553894,
0.03502620384097099,
0.06376782804727554,
0.04407687112689018,
0.04551316425204277
] |
I used LabelImg to manually label the pictures before partitioning them into a
training (80%), validation (10%) and test (10%) set. The validation set was
used to choose model hyperparameters and the test set for final evaluation.
The pictures for the test set were taken in different rooms than those for the
training set; same for the validation set.
I made sure every class was equally represented in all the partitions. I added
the synthetic images to the training set; the validation and test sets
consisted only of real-world pictures.
To measure the performance of the models I used the mean average precision
(mAP) at 0.5 Intersection over Union score and the average recall (AR) at 10
predictions (True Positive when object detected in top 10 predictions).
The mAP is good at measuring how accurate the detections are. While The AR
measures how well the model finds all the positives (see also here).
### Experiments | scraping/output/2304708636802131724.txt | [
0.054530736058950424,
-0.03985167667269707,
-0.04518724977970123,
-0.023906277492642403,
0.0661538764834404,
-0.016701720654964447,
0.047531601041555405,
0.051527634263038635,
0.06663375347852707,
-0.03858599439263344,
0.007339707110077143,
0.03697632998228073,
0.06659825891256332,
-0.05673465505242348,
-0.0068445526994764805,
0.05944305285811424,
0.058621276170015335,
-0.03013191744685173,
-0.05882575735449791,
-0.02892165258526802,
0.016490653157234192,
-0.04043051227927208,
-0.043739598244428635,
0.018660487607121468,
0.07092741131782532,
0.006438410375267267,
-0.02696157433092594,
-0.01080582570284605,
0.05117494612932205,
-0.06564375013113022,
-0.03804171830415726,
-0.025530919432640076,
0.03669887036085129,
-0.05224212259054184,
0.05027388408780098,
0.003207692876458168,
-0.050155460834503174,
-0.03209473565220833,
0.059900619089603424,
-0.0836840495467186,
0.00849877204746008,
0.020960016176104546,
0.014437469653785229,
0.022498125210404396,
0.03087509796023369,
0.003969861660152674,
-0.0390789732336998,
0.04619549959897995,
-0.032857466489076614,
-0.04323958605527878,
-0.050646886229515076,
0.06521042436361313,
0.01688293181359768,
0.039008818566799164,
0.021289857104420662,
-0.06345616281032562,
-0.04748379439115524,
-0.08150002360343933,
-0.06705069541931152,
0.05980568006634712,
0.030500024557113647,
-0.0921040028333664,
0.0035889388527721167,
0.03815939649939537,
0.12332722544670105,
0.08712030947208405,
0.013978736475110054,
0.024526914581656456,
-0.08509707450866699,
-0.07462964951992035,
-0.06050332635641098,
0.05529153719544411,
-0.011184423230588436,
-0.06294304132461548,
0.020596910268068314,
0.06294197589159012,
0.05631667748093605,
-0.04094177111983299,
0.03554266318678856,
-0.04477529972791672,
-0.03604470565915108,
-0.014366496354341507,
-0.014834788627922535,
0.019462943077087402,
-0.05292051285505295,
0.06006527692079544,
0.03499709814786911,
-0.08188576251268387,
0.11463338136672974,
-0.05063147842884064,
0.07385656982660294,
0.02680056169629097,
-0.053763728588819504,
-0.051995791494846344,
-0.05881185084581375,
-0.06450388580560684,
-0.037171371281147,
0.04007815197110176,
0.027737637981772423,
-0.02172204665839672,
0.02286318503320217,
-0.0320754274725914,
0.0547226183116436,
-0.037621211260557175,
-0.040332283824682236,
0.07010038942098618,
0.03699216619133949,
-0.08321275562047958,
0.04235947132110596,
-0.03847251832485199,
-0.03670186921954155,
0.04943496733903885,
0.0937550738453865,
0.04309609904885292,
-0.029028229415416718,
-0.06753522902727127,
-0.06190219521522522,
-0.03720426186919212,
0.0951566994190216,
-0.0079615768045187,
0.05393326282501221,
-0.058857426047325134,
-0.046601779758930206,
-0.03200951963663101,
-0.019703447818756104,
0.006807638332247734,
-0.028934964910149574,
0.07608946412801743,
0.0769861564040184,
0.0010187247535213828,
-0.004937873221933842,
0.025478864088654518,
0.02678944356739521,
0.09244076907634735,
0.06873762607574463,
0.0945209264755249,
-0.029969925060868263,
0.032671745866537094,
-0.032526854425668716,
-0.05463050305843353,
-0.039213646203279495,
0.04351357743144035,
-0.011246589943766594,
0.04367304965853691,
0.10985227674245834,
0.010333665646612644,
0.08878164738416672,
-0.037950750440359116,
0.06634914875030518,
-0.04739077389240265,
0.0473010390996933,
-0.02837514504790306,
0.04354587942361832,
0.007709514815360308,
0.043357931077480316,
-0.03749532625079155,
-0.0632840245962143,
-0.041317012161016464,
0.03914156183600426,
0.061825789511203766,
-0.03897722437977791,
-0.07699670642614365,
-0.030700063332915306,
0.00045914825750514865,
-0.028549550101161003,
-0.05703592672944069,
0.0008262091432698071,
0.03252711892127991,
-0.01799004338681698,
-0.04682561382651329,
-0.05608236417174339,
0.05683329328894615,
-0.02716820128262043,
0.04133855178952217,
-0.033470217138528824,
0.04512637481093407,
-0.04023189842700958,
0.014289865270256996,
0.08586398512125015,
0.025925301015377045,
-0.06332957744598389,
-0.018663523718714714,
-0.029709866270422935,
-0.0568762943148613,
-0.03033539094030857,
-0.023588597774505615,
-0.016761792823672295,
0.04906312748789787,
0.0461142398416996,
-0.04563257098197937,
-0.037403468042612076,
0.04577760398387909,
-0.043653734028339386,
-0.06141405180096626,
-0.05221213772892952,
0.008760486729443073,
-0.061792001128196716,
0.0647415891289711,
0.023474838584661484,
0.03458910435438156,
-0.03182576969265938,
-0.011119275353848934,
0.03237921744585037,
0.038373205810785294,
0.039539750665426254,
0.006853397004306316,
-0.07227440178394318,
0.050056543201208115,
-0.028480878099799156,
0.04185313731431961,
0.05780842900276184,
-0.051769524812698364,
-0.04508264362812042,
0.0738658532500267,
-0.0050949035212397575,
-0.04035745561122894,
0.0015193835133686662,
0.08621840924024582,
-0.03107592463493347,
0.04244430363178253,
0.05050569027662277,
0.0012658970663323998,
0.06722333282232285,
-0.07583595812320709,
-0.03569730371236801,
0.08859317004680634,
0.06297425925731659,
-0.08733929693698883,
-0.07349710166454315,
0.028158795088529587,
-0.07811536639928818,
-0.06715861707925797,
-0.10960344970226288,
-0.09443935006856918,
-0.04601169750094414,
-0.04732438176870346,
-0.06841941922903061,
-0.02588295005261898,
0.04445282369852066,
-0.02881835773587227,
-0.03670862689614296,
-0.09908975660800934,
0.034715570509433746,
-0.028362052515149117,
0.01702064275741577,
-0.04888297989964485,
-0.03515392541885376,
0.04296493157744408,
-0.006037379615008831,
0.08031615614891052,
0.0012759504606947303,
-0.016632696613669395,
-0.06419316679239273,
-0.0007693716324865818,
-0.03338094428181648,
0.06791180372238159,
0.08413275331258774,
0.048758890479803085,
-0.05606575310230255,
0.06652795523405075,
-0.01085725985467434,
-0.008807527832686901,
0.05612845718860626,
0.0677102580666542,
0.03208112344145775,
0.015437519177794456,
-0.034937795251607895,
-0.05530188977718353,
-0.06329278647899628,
-0.0697757825255394,
-0.05009693279862404,
0.031658101826906204,
-0.009450164623558521,
-0.05333013832569122,
-0.029750052839517593,
-0.06365884095430374,
0.08182761818170547,
0.0992736965417862,
-0.05969472602009773,
-0.04743852838873863,
0.04820675402879715,
-0.004365846514701843,
0.03651009872555733,
0.041998956352472305,
0.03322708606719971,
0.008379355072975159,
0.008015056140720844,
0.07775423675775528,
0.01386550534516573,
-0.027713613584637642,
-0.057337190955877304,
-0.027692187577486038,
-0.0003219443606212735,
-0.03248937800526619,
0.0668814405798912,
0.0503082349896431,
-0.006655609235167503,
0.06570550799369812,
-0.05329121649265289,
0.02797534130513668,
-0.04643731564283371,
0.002477658446878195,
0.04985981434583664,
0.07192058861255646,
-0.06561379134654999,
0.03682665899395943,
0.04013495147228241,
0.03460169956088066,
0.0707210823893547,
0.025083238258957863,
0.04523884505033493,
0.08724891394376755,
-0.05924127995967865,
-0.01699213683605194,
0.0024886950850486755,
0.018858585506677628,
0.014795821160078049,
0.015889642760157585,
-0.06560565531253815,
-0.051947396248579025,
-0.04655977338552475,
-0.07776883989572525,
-0.014449874870479107,
-0.04991530999541283,
0.04314253479242325,
0.10269518196582794,
-0.05538244917988777,
-0.020958494395017624,
0.04324303939938545,
-0.029680471867322922,
0.03315580263733864,
-0.06203955411911011,
-0.03664157912135124,
0.006042766384780407,
-0.06815455853939056,
-0.05271679908037186,
-0.006705715786665678,
0.06755264103412628,
-0.06763066351413727,
-0.05963711813092232,
0.048718228936195374,
-0.011386706493794918,
-0.06350042670965195,
0.030335016548633575,
-0.0482187457382679,
-0.04916374385356903,
0.08252270519733429,
-0.06671685725450516,
-0.03231481835246086,
0.010073953308165073,
0.11551862955093384,
-0.08926325291395187,
0.02072363719344139,
0.056812070310115814,
-0.056834302842617035,
0.07373017817735672,
-0.030568037182092667,
-0.049764130264520645,
0.0589822418987751,
0.08327725529670715,
-0.08125279098749161,
-0.04830652102828026,
0.06448516249656677,
0.08428145200014114,
0.03700126335024834,
0.06481318920850754,
-0.029571257531642914,
-0.020408524200320244,
0.009461628273129463,
-0.009043699130415916,
0.05826563388109207,
0.0893273577094078,
-0.06648604571819305,
-0.02718484401702881,
-0.0015818324172869325,
-0.04434515908360481,
-0.028742806985974312,
0.046888235956430435,
-0.09747584909200668,
-0.06337785720825195,
0.02430061250925064,
0.038380350917577744,
0.01763932593166828,
0.07694137841463089
] |
The mAP is good at measuring how accurate the detections are. While The AR
measures how well the model finds all the positives (see also here).
### Experiments
I trained models using only real-world pictures, only synthetic images, or a
mixture of both. By comparing results, I show the benefit of adding synthetic
images and the best real-world/synthetic split in training images to work
with. The mixed models were trained using the same sampling scheme for both
real-world and synthetic images. With different sampling schemes, you can
likely make even better models. However I used the same sampling for the sake
of simplicity.
Another way of training these models is by first training them only on
synthetic data and then fine-tuning them on real-world data. For me this gave
similar but slightly worse results. However, the models were rather simple and
I am sure this can be improved upon. | scraping/output/2304708636802131724.txt | [
0.05912255868315697,
-0.035989053547382355,
-0.050167642533779144,
-0.02287472039461136,
0.059633769094944,
0.018826952204108238,
0.05029849708080292,
0.006060375832021236,
0.06597279757261276,
-0.03819560632109642,
0.03545621037483215,
0.01835624873638153,
0.06405367702245712,
-0.048558447510004044,
-0.051319073885679245,
0.05819202959537506,
0.011315744370222092,
-0.04007604718208313,
-0.09872742742300034,
-0.04412340372800827,
0.01593778282403946,
-0.007355030160397291,
-0.060955435037612915,
0.028921600431203842,
0.0648040920495987,
0.0051350705325603485,
-0.004733041860163212,
-0.00978064350783825,
0.06481117755174637,
-0.06869472563266754,
-0.039019159972667694,
0.003983668517321348,
0.05463136360049248,
-0.055983494967222214,
0.056727420538663864,
0.032539576292037964,
-0.05877937749028206,
-0.055044349282979965,
0.06165248900651932,
-0.06290692836046219,
0.01180034689605236,
0.007754807826131582,
0.009268763475120068,
0.018187863752245903,
0.05650532245635986,
0.0031195315532386303,
-0.061468835920095444,
0.04525298997759819,
-0.0368935726583004,
-0.0633537620306015,
-0.05919584631919861,
0.037662774324417114,
0.0331658311188221,
0.06724866479635239,
0.03621020168066025,
-0.05766880512237549,
-0.058236945420503616,
-0.05835976079106331,
-0.0673564225435257,
0.06468814611434937,
0.04553641006350517,
-0.0583915151655674,
-0.0010746309999376535,
0.030168790370225906,
0.11296609789133072,
0.08736918121576309,
0.022787008434534073,
0.02724623680114746,
-0.08528822660446167,
-0.053686100989580154,
-0.06051584333181381,
0.054141815751791,
-0.004628064576536417,
-0.05483008548617363,
0.027449525892734528,
0.0455394983291626,
0.04366491362452507,
-0.05473972484469414,
0.024701066315174103,
-0.007860743440687656,
-0.05424783006310463,
-0.019160186871886253,
-0.002016215119510889,
0.00815699715167284,
-0.02122644893825054,
0.04083468019962311,
0.0803927555680275,
-0.03649137541651726,
0.09987308084964752,
-0.06016446650028229,
0.05632524937391281,
0.0047782231122255325,
-0.05485517531633377,
-0.03836340829730034,
-0.06075742468237877,
-0.05635131150484085,
-0.05714695155620575,
0.05178222060203552,
0.036294691264629364,
0.00074012391269207,
0.04483760893344879,
-0.018539588898420334,
0.04802966117858887,
-0.017579101026058197,
-0.05367976427078247,
0.08508885651826859,
0.06588339060544968,
-0.0922214612364769,
0.02155686914920807,
-0.06372981518507004,
-0.00569060118868947,
0.07315301150083542,
0.12077859789133072,
0.06790483742952347,
-0.02839873731136322,
-0.06534715741872787,
-0.05349037051200867,
-0.00009079324809135869,
0.04709417000412941,
-0.03611951693892479,
0.04223906621336937,
-0.029383767396211624,
-0.038926683366298676,
-0.03028734214603901,
-0.041548050940036774,
-0.04073041304945946,
0.004099222831428051,
0.05009246990084648,
0.10059181600809097,
-0.007117327768355608,
0.012749673798680305,
0.04645126312971115,
0.03602420911192894,
0.09512518346309662,
0.038235943764448166,
0.08179337531328201,
-0.02918563410639763,
0.047506220638751984,
-0.05388246849179268,
-0.03957374393939972,
-0.047672055661678314,
0.06454417109489441,
-0.02322227694094181,
0.07661505788564682,
0.0887540727853775,
-0.005101729650050402,
0.06603019684553146,
-0.05097697675228119,
0.06986824423074722,
-0.05267152190208435,
0.02593015693128109,
-0.0023359274491667747,
0.03504076600074768,
-0.016753606498241425,
0.05984220281243324,
-0.05602012947201729,
-0.10847584158182144,
-0.10372891277074814,
0.035262204706668854,
0.04715593904256821,
-0.049186114221811295,
-0.024424338713288307,
-0.06491665542125702,
0.00373007170855999,
-0.043908752501010895,
-0.04856850579380989,
-0.00997483916580677,
0.05367026850581169,
-0.03023620881140232,
-0.03629721328616142,
-0.05777142569422722,
0.052464913576841354,
-0.019104240462183952,
0.01980256289243698,
0.009676593355834484,
0.04306914657354355,
-0.02713783271610737,
-0.002979201963171363,
0.03573974221944809,
0.04317912459373474,
-0.040263041853904724,
-0.033750858157873154,
-0.0392514243721962,
-0.04521627724170685,
-0.015390724875032902,
-0.022550228983163834,
-0.03168149292469025,
0.022071808576583862,
0.041990987956523895,
-0.03887154906988144,
-0.026150738820433617,
0.00513935461640358,
-0.039807192981243134,
-0.04244748502969742,
-0.06812001764774323,
0.019368983805179596,
-0.07216405123472214,
0.06733998656272888,
0.016423020511865616,
0.040476325899362564,
0.02342485450208187,
-0.026995312422513962,
0.032028283923864365,
0.024229874834418297,
0.03975648805499077,
-0.019960805773735046,
-0.06777343899011612,
0.04434024170041084,
-0.05342693254351616,
0.04561715945601463,
0.10451027005910873,
-0.07067012786865234,
-0.07464442402124405,
0.0764622688293457,
-0.012538814917206764,
-0.030997058376669884,
-0.017753776162862778,
0.06307582557201385,
-0.058508843183517456,
0.031080404296517372,
0.05771695449948311,
-0.019683189690113068,
0.06723722070455551,
-0.076756052672863,
-0.012303419411182404,
0.06558424979448318,
0.061631184071302414,
-0.08679761737585068,
-0.08011762797832489,
0.04359126836061478,
-0.07795174419879913,
-0.02949833683669567,
-0.08052844554185867,
-0.06896582990884781,
-0.047313809394836426,
-0.06257317960262299,
-0.07169146835803986,
0.025405269116163254,
0.009599917568266392,
-0.03963584452867508,
-0.034372568130493164,
-0.1020306944847107,
0.04006125032901764,
-0.06214863061904907,
0.035636816173791885,
-0.015509008429944515,
-0.046399760991334915,
0.047743670642375946,
0.014626296237111092,
0.05482964217662811,
0.012803487479686737,
-0.05943123251199722,
-0.05849764868617058,
-0.019972268491983414,
-0.036992207169532776,
0.07681562751531601,
0.08187032490968704,
0.055864326655864716,
-0.04387372359633446,
0.06572486460208893,
-0.004657567013055086,
-0.03955645114183426,
0.07354328781366348,
0.05287594720721245,
0.034596651792526245,
0.04385047033429146,
-0.08083055913448334,
-0.0497962050139904,
-0.03264489397406578,
-0.04906973987817764,
-0.06427013874053955,
-0.0017124747391790152,
0.012004184536635876,
-0.07269558310508728,
-0.06709036976099014,
-0.0685504674911499,
0.0453488864004612,
0.07601761072874069,
-0.06492432951927185,
-0.039123110473155975,
0.057859428226947784,
0.00989237055182457,
0.033619750291109085,
0.016770904883742332,
0.0390753373503685,
0.02673785574734211,
0.006731919478625059,
0.07071656733751297,
0.003825030755251646,
-0.05432622507214546,
-0.04967106878757477,
-0.013616650365293026,
0.011670124717056751,
-0.03782307356595993,
0.0424625389277935,
0.04797143489122391,
0.0011491215554997325,
0.053213950246572495,
-0.039478790014982224,
0.031951360404491425,
-0.008724790997803211,
-0.022145560011267662,
0.014312457293272018,
0.044158533215522766,
-0.07597340643405914,
0.0557149313390255,
0.0798737034201622,
0.04204428195953369,
0.05869340896606445,
0.01669805496931076,
0.08260985463857651,
0.08752281218767166,
-0.07717998325824738,
-0.02204729989171028,
0.019729699939489365,
0.04957694560289383,
-0.02116517536342144,
0.021236427128314972,
-0.02281709387898445,
-0.01331481896340847,
-0.0424056202173233,
-0.07791298627853394,
-0.01928139105439186,
-0.03511451557278633,
0.019109783694148064,
0.08175589144229889,
-0.05182438716292381,
-0.022422995418310165,
0.005926279351115227,
-0.030665945261716843,
0.03325922042131424,
-0.05810675770044327,
-0.03704623505473137,
0.011599636636674404,
-0.07958946377038956,
0.0040063438937067986,
-0.0060135372914373875,
0.0231084655970335,
-0.06981334090232849,
-0.07299860566854477,
0.01427193358540535,
-0.023327048867940903,
-0.06546301394701004,
0.04695715382695198,
-0.05428655445575714,
-0.04141050949692726,
0.08236060291528702,
-0.07523931562900543,
-0.01238203700631857,
-0.011992217972874641,
0.10285387188196182,
-0.05262056738138199,
-0.0014064564602449536,
0.08786789327859879,
-0.05125124379992485,
0.07892341911792755,
-0.05619121715426445,
-0.05926418676972389,
0.06246832758188248,
0.0756651908159256,
-0.046071168035268784,
-0.000022329806597554125,
0.0843825563788414,
0.09965212643146515,
0.040255770087242126,
0.08541090041399002,
-0.02564336359500885,
0.003181447507813573,
0.014515222981572151,
-0.01881694607436657,
0.04089699685573578,
0.07851549983024597,
-0.05467572435736656,
0.0007439090986736119,
0.003522635903209448,
-0.054988425225019455,
-0.020900657400488853,
0.05614534765481949,
-0.09395147114992142,
-0.08524984866380692,
0.020917002111673355,
0.041460901498794556,
0.03853294625878334,
0.0992627665400505
] |
I trained mixed models on the 4 different types of background simulations
shown in the previous section. The table below summarizes the mAP/AR results
for these simulations:
Simulation 1: Tutorial simulation; simulation 2: Using background images;
simulation 3: Using background images with random objects; simulation 4: Using
multiple meshes for each object. models trained with 1000 synthetic and 500
real-world images
### Performance Comparison between Different Synthetic/Real-world Splits
First, I wanted to see how good the synthetic-only models were and what is the
least amount of real-world pictures needed to obtain decent results. I trained
the synthetic-only models with 1000/2000/5000/100000 synthetic images; all had
around the same scores around 0.3 [email protected], which is not great. Some
examples results for the different models can be found in the pictures at the
end of this blogpost. | scraping/output/2304708636802131724.txt | [
0.0639321506023407,
-0.038310613483190536,
-0.045424435287714005,
-0.007891539484262466,
0.10256211459636688,
-0.029081108048558235,
0.0621853768825531,
0.028147121891379356,
0.0585789754986763,
-0.05347348004579544,
0.0365239642560482,
0.025128018110990524,
0.04380273073911667,
-0.05091780796647072,
-0.026465585455298424,
0.06578326225280762,
0.014674488455057144,
-0.030936213210225105,
-0.1027025505900383,
-0.03185110539197922,
-0.0013069482520222664,
-0.009359006769955158,
-0.06539996713399887,
0.027726469561457634,
0.03750507906079292,
-0.009820785373449326,
-0.01622367836534977,
-0.0042417654767632484,
0.018707990646362305,
-0.090706467628479,
-0.05852952226996422,
0.01432095468044281,
0.03826922923326492,
-0.04529336094856262,
0.050083838403224945,
-0.00657241977751255,
-0.03948633372783661,
-0.03580566123127937,
0.04148663207888603,
-0.07346918433904648,
0.018904173746705055,
0.02946380153298378,
0.050705261528491974,
0.03379040211439133,
0.007671360392123461,
0.06298420578241348,
-0.0661313459277153,
0.020102625712752342,
-0.0609564334154129,
-0.046072620898485184,
-0.06670000404119492,
0.031907811760902405,
0.03117174096405506,
0.0513753741979599,
0.0336713008582592,
-0.06306938827037811,
-0.049315445125103,
-0.06598449498414993,
-0.0728311538696289,
0.10315850377082825,
0.037506263703107834,
-0.08593577146530151,
0.00006447028135880828,
0.030927034094929695,
0.0845557376742363,
0.11599887162446976,
0.02940211445093155,
0.016983598470687866,
-0.06168942525982857,
-0.07200878858566284,
-0.04775239899754524,
0.04975827783346176,
-0.017269212752580643,
-0.04982350394129753,
-0.010729814879596233,
0.02059043012559414,
0.04086080938577652,
-0.04692285507917404,
0.017177192494273186,
-0.03412234038114548,
-0.0615527480840683,
-0.025495687499642372,
0.0027943893801420927,
0.024008532986044884,
-0.029762810096144676,
0.045985352247953415,
0.050035059452056885,
-0.05316077917814255,
0.09689747542142868,
-0.05023276433348656,
0.06625951826572418,
0.018951814621686935,
-0.05848846584558487,
-0.024720123037695885,
-0.060290005058050156,
-0.07157592475414276,
-0.06919160485267639,
0.03754062578082085,
0.026245446875691414,
0.0031975330784916878,
0.06222051382064819,
-0.016212234273552895,
0.07040278613567352,
-0.07242320477962494,
-0.06363732367753983,
0.06058580428361893,
0.06989477574825287,
-0.0793674886226654,
0.00524474261328578,
-0.039194539189338684,
-0.029629787430167198,
0.031364236027002335,
0.09173475950956345,
0.048490989953279495,
-0.020160261541604996,
-0.06024959683418274,
-0.0496634878218174,
-0.07346440851688385,
0.06498067826032639,
-0.042176149785518646,
0.026870770379900932,
-0.01568414829671383,
-0.08616756647825241,
-0.043406661599874496,
-0.05575387924909592,
0.001476630917750299,
0.005650210659950972,
0.05526464432477951,
0.05391716957092285,
0.004794908221811056,
0.04923815280199051,
0.08699743449687958,
0.010570190846920013,
0.09246212244033813,
0.039127860218286514,
0.11543503403663635,
-0.05775384232401848,
0.03595758602023125,
-0.05689014121890068,
-0.048420440405607224,
-0.0650470182299614,
0.03849592059850693,
0.02050922065973282,
0.04937444627285004,
0.10824862122535706,
0.015951799228787422,
0.10408737510442734,
-0.02984120324254036,
0.08202767372131348,
-0.017269054427742958,
0.041392289102077484,
-0.004232407081872225,
0.03485242277383804,
0.008814647793769836,
0.0329594649374485,
-0.051665470004081726,
-0.07741953432559967,
-0.05301981046795845,
0.048799317330121994,
0.07646256685256958,
-0.03695875406265259,
-0.027742955833673477,
-0.02619255892932415,
0.006857112981379032,
-0.05494886264204979,
-0.05215071886777878,
-0.011327067390084267,
0.02651003748178482,
-0.015666529536247253,
-0.045563917607069016,
-0.06745683401823044,
0.025629743933677673,
-0.055136919021606445,
0.038717638701200485,
-0.00820128433406353,
0.029665742069482803,
-0.05158969387412071,
0.0025367969647049904,
0.07696118950843811,
0.044522155076265335,
-0.06829804182052612,
0.0033777623903006315,
-0.05173161253333092,
-0.06384145468473434,
-0.030856536701321602,
-0.011916792951524258,
-0.04512951523065567,
0.03872161731123924,
0.04596763849258423,
-0.016877200454473495,
0.013137921690940857,
-0.005548274144530296,
-0.0005230908282101154,
-0.0447571724653244,
-0.041131194680929184,
0.015189026482403278,
-0.03342510014772415,
0.04149835929274559,
0.020028095692396164,
0.06482087075710297,
0.007919280789792538,
-0.023784196004271507,
0.06118730083107948,
0.006141744554042816,
0.07823415845632553,
0.025917908176779747,
-0.06863181293010712,
0.06669742614030838,
-0.0926465392112732,
0.03607476130127907,
0.07460016757249832,
-0.04250552877783775,
-0.07108568400144577,
0.03436179459095001,
-0.019168352708220482,
-0.005943457130342722,
0.00861077755689621,
0.030682260170578957,
-0.02567319944500923,
0.06628420948982239,
0.05771685391664505,
-0.01286669448018074,
0.06743413209915161,
-0.06787006556987762,
-0.011316044256091118,
0.07099013030529022,
0.07067112624645233,
-0.06685932725667953,
-0.06357140839099884,
0.06038142740726471,
-0.07612238824367523,
-0.04221324995160103,
-0.08552336692810059,
-0.06870360672473907,
-0.06617707014083862,
-0.045040059834718704,
-0.04433736205101013,
0.02494104765355587,
0.0007599276141263545,
-0.041482213884592056,
-0.03687303885817528,
-0.09185051172971725,
0.06022404506802559,
-0.03378690779209137,
0.038578394800424576,
-0.022289982065558434,
-0.04358719289302826,
0.02264432981610298,
0.00316249649040401,
0.036283157765865326,
0.005596070550382137,
-0.05649491772055626,
-0.07325708866119385,
-0.014885768294334412,
-0.046294014900922775,
0.0556037612259388,
0.09114332497119904,
0.04180802404880524,
-0.058580804616212845,
0.04993453994393349,
0.028279399499297142,
-0.03643103316426277,
0.06430138647556305,
0.05112530291080475,
0.015907052904367447,
0.03407040238380432,
-0.021948181092739105,
-0.043334901332855225,
-0.010268389247357845,
-0.027532080188393593,
-0.08221222460269928,
0.03442656248807907,
0.006920414511114359,
-0.06207158416509628,
-0.054628439247608185,
-0.02522042766213417,
0.052687868475914,
0.07471927255392075,
-0.05495617166161537,
-0.036171358078718185,
0.08355124294757843,
0.008141737431287766,
0.024683305993676186,
0.06943175196647644,
0.03767702728509903,
-0.010343557223677635,
-0.0003710972669068724,
0.07052641361951828,
0.010233637876808643,
-0.05466194450855255,
-0.03318352252244949,
-0.05865288898348808,
-0.0018897501286119223,
-0.010171283036470413,
0.059849292039871216,
0.06097758561372757,
-0.025346549227833748,
0.050614744424819946,
-0.05203469097614288,
0.005724315997213125,
-0.05681070312857628,
0.0010726413456723094,
0.04597584903240204,
0.06236356869339943,
-0.08171992003917694,
0.08679283410310745,
0.04188992828130722,
0.02063816785812378,
0.042376503348350525,
0.02455240860581398,
0.08272779732942581,
0.07969298958778381,
-0.08169791847467422,
-0.008689945563673973,
0.03675327077507973,
0.04482147470116615,
-0.00895511545240879,
0.03560265153646469,
-0.080759696662426,
-0.027291610836982727,
-0.0267490167170763,
-0.05882256478071213,
-0.021512676030397415,
-0.043346796184778214,
0.053433749824762344,
0.0944586917757988,
-0.0858902782201767,
0.0005588214844465256,
0.01876089721918106,
0.0195546206086874,
0.04049335792660713,
-0.062043193727731705,
-0.055186014622449875,
0.0441565066576004,
-0.048175159841775894,
-0.04135784134268761,
-0.021375732496380806,
0.05331626161932945,
-0.05260812118649483,
-0.06476391106843948,
0.02661776915192604,
-0.03499725088477135,
-0.050412893295288086,
0.02608378417789936,
-0.037103280425071716,
-0.05470367148518562,
0.059567082673311234,
-0.06718220561742783,
-0.05799134448170662,
0.03633875772356987,
0.10990870743989944,
-0.0798710435628891,
0.03986162319779396,
0.04844340309500694,
-0.09062748402357101,
0.048346687108278275,
-0.04940496385097504,
-0.03570796176791191,
0.05171875283122063,
0.05666077509522438,
-0.054933100938797,
-0.02857200987637043,
0.06545009464025497,
0.07011644542217255,
0.016849219799041748,
0.06874973326921463,
0.007869862951338291,
-0.004385084845125675,
0.006061797495931387,
-0.004845226649194956,
0.05266301706433296,
0.06517186760902405,
-0.06327103823423386,
0.03957970812916756,
-0.04026448354125023,
-0.04549471661448479,
-0.047301627695560455,
0.019287241622805595,
-0.10839301347732544,
-0.07825285196304321,
0.04663212597370148,
0.07228226214647293,
0.04436664283275604,
0.08977682888507843
] |
Then I trained models with 0, 30, 100, 300 and 530 real-world pictures in
addition to the 1000 synthetic images and compared results.
Comparison between models trained on different amounts of real-world images
I noticed that the mAP and AR scores increased as I added more real-world
images to the training set until I had added 300 real-world images; the extra
230 images in the last model of 530 real-world training images did not seem to
help much. The 1000 synthetic/300 real-world image model could detect most
objects in the images, missing mainly some of the shoe detections. | scraping/output/2304708636802131724.txt | [
0.06911367923021317,
-0.026869578287005424,
-0.022938841953873634,
-0.04343980550765991,
0.07738567143678665,
-0.04935656487941742,
0.01932213269174099,
0.03407955914735794,
0.06780274212360382,
-0.018981168046593666,
0.038214728236198425,
0.0303953904658556,
0.050709981471300125,
-0.05690775811672211,
-0.018712490797042847,
0.018167616799473763,
0.02666500210762024,
-0.04352768138051033,
-0.06779279559850693,
-0.043179240077733994,
0.017717719078063965,
-0.025764066725969315,
-0.06755590438842773,
0.038582101464271545,
0.046283550560474396,
-0.017320901155471802,
-0.01922760345041752,
-0.025962363928556442,
0.0340145118534565,
-0.08926583081483841,
-0.021746965125203133,
-0.0010185748105868697,
0.048516664654016495,
-0.05984196811914444,
0.06006058678030968,
0.033311568200588226,
-0.06001424789428711,
-0.03979494422674179,
0.020755471661686897,
-0.05677441880106926,
-0.003816865384578705,
-0.0005311368149705231,
0.025257693603634834,
0.04519765079021454,
0.028798511251807213,
0.046096187084913254,
-0.024639304727315903,
0.05512620881199837,
-0.06754589825868607,
-0.058187808841466904,
-0.06012813374400139,
0.03754830360412598,
0.017293166369199753,
0.08418495953083038,
0.03471598029136658,
-0.08589963614940643,
-0.03485104441642761,
-0.06505206227302551,
-0.0728934034705162,
0.07326522469520569,
0.04591580852866173,
-0.09399662166833878,
-0.020826369524002075,
0.0699153020977974,
0.12838539481163025,
0.1018076166510582,
0.03306112810969353,
0.012976578436791897,
-0.07724438607692719,
-0.09106070548295975,
-0.03594997897744179,
0.058212704956531525,
0.0019995837938040495,
-0.05393998697400093,
0.004412556532770395,
0.034204885363578796,
0.07832436263561249,
-0.005444556940346956,
0.027639932930469513,
-0.02376544661819935,
-0.04916553571820259,
-0.029320530593395233,
-0.017112594097852707,
0.06449925154447556,
-0.022375620901584625,
0.022614357993006706,
0.08822784572839737,
-0.044120073318481445,
0.08333959430456161,
-0.04886839911341667,
0.04048283025622368,
0.049618516117334366,
-0.04770718514919281,
-0.023997269570827484,
-0.09223301708698273,
-0.06574934720993042,
-0.06503356993198395,
0.031039921566843987,
0.03341861441731453,
-0.020788809284567833,
0.028446661308407784,
-0.010953324846923351,
0.04634295403957367,
-0.04924730211496353,
-0.060071855783462524,
0.05284547805786133,
0.05131237208843231,
-0.04805118590593338,
0.029471587389707565,
-0.04375626519322395,
-0.04133974015712738,
0.04834676533937454,
0.0929441750049591,
0.03181690722703934,
-0.014787768945097923,
-0.05367536097764969,
0.0019649751484394073,
-0.024790853261947632,
0.05315658450126648,
-0.057341381907463074,
0.05285777151584625,
-0.02080359309911728,
-0.0663277804851532,
-0.053198229521512985,
-0.042997539043426514,
-0.018328020349144936,
0.023281116038560867,
0.030571304261684418,
0.058019742369651794,
0.0062178741209208965,
0.056244634091854095,
0.08488424867391586,
0.03769933804869652,
0.09311835467815399,
0.06820178776979446,
0.09859856963157654,
-0.07796419411897659,
0.06275095790624619,
-0.048016954213380814,
-0.09194837510585785,
-0.051998939365148544,
0.05414498224854469,
-0.03503289818763733,
0.033987563103437424,
0.10397173464298248,
0.004403803963214159,
0.06335422396659851,
-0.02568017691373825,
0.057125888764858246,
-0.04530906304717064,
0.02559521608054638,
-0.025034192949533463,
0.016085991635918617,
-0.006002391222864389,
0.027018113061785698,
-0.03534241393208504,
-0.07153408974409103,
-0.09580058604478836,
0.04687144234776497,
0.028426649048924446,
-0.05229886248707771,
-0.009852840565145016,
-0.04494194686412811,
-0.02311893180012703,
-0.055369939655065536,
-0.04756490886211395,
0.001908308477140963,
0.03273870050907135,
0.00020578264957293868,
-0.020364947617053986,
-0.04034753143787384,
0.05484330281615257,
-0.06543799489736557,
0.02710798755288124,
-0.0011817499762400985,
0.048975635319948196,
-0.05038053169846535,
0.02118673361837864,
0.08135536313056946,
0.004225241951644421,
-0.064419224858284,
0.017240652814507484,
-0.07406354695558548,
-0.06319621205329895,
-0.01132564339786768,
-0.02924799919128418,
-0.04432494565844536,
0.03453447297215462,
0.005915163550525904,
-0.0211816243827343,
-0.014447389170527458,
0.020210906863212585,
0.00509609654545784,
-0.05109367519617081,
-0.05590148642659187,
0.02450033277273178,
-0.06513979285955429,
0.033123284578323364,
0.04128361865878105,
0.02385428547859192,
-0.010347278788685799,
-0.0035687487106770277,
0.06085490807890892,
0.019858136773109436,
0.03491281345486641,
-0.020625438541173935,
-0.06788323819637299,
0.06088155880570412,
-0.06718570739030838,
0.05584714189171791,
0.07317885756492615,
-0.07685849815607071,
-0.049714893102645874,
0.036756616085767746,
-0.029351502656936646,
-0.05072179064154625,
0.03186498209834099,
0.039198122918605804,
-0.03428424149751663,
0.046611785888671875,
0.08545258641242981,
0.00843556597828865,
0.05688198283314705,
-0.07932190597057343,
-0.016446752473711967,
0.07114972174167633,
0.047723982483148575,
-0.10111837834119797,
-0.044105254113674164,
0.06040579825639725,
-0.08048667758703232,
-0.050673820078372955,
-0.05915796011686325,
-0.0811503678560257,
-0.04013273864984512,
-0.05581880360841751,
-0.057161845266819,
0.03135997802019119,
0.007657899055629969,
-0.02005486749112606,
-0.02626168169081211,
-0.08755100518465042,
0.05956464633345604,
-0.046125005930662155,
0.051193367689847946,
-0.03402229771018028,
-0.042136888951063156,
0.05496492236852646,
-0.010790747590363026,
0.07379934191703796,
0.010506602935492992,
-0.042092349380254745,
-0.08525627106428146,
-0.021525563672184944,
-0.02099015936255455,
0.037486616522073746,
0.06741941720247269,
0.02704239822924137,
-0.06226065382361412,
0.06050734221935272,
0.025020448490977287,
-0.03678074851632118,
0.06050063297152519,
0.08984918147325516,
0.02505587227642536,
0.05978075787425041,
-0.026370516046881676,
-0.04890486225485802,
-0.03812513127923012,
-0.02018105797469616,
-0.07978279888629913,
0.02835588902235031,
0.015534542500972748,
-0.03695949539542198,
-0.03527022898197174,
-0.0717843770980835,
0.06782380491495132,
0.08651113510131836,
-0.04979324713349342,
-0.011207724921405315,
0.0867878869175911,
-0.021190108731389046,
0.06494980305433273,
0.04938971996307373,
0.03679222986102104,
-0.0023416802287101746,
0.006498974747955799,
0.09699968248605728,
0.027929477393627167,
-0.030935565009713173,
-0.020364446565508842,
-0.011936064809560776,
-0.0049352385103702545,
-0.04368467256426811,
0.020243890583515167,
0.017947573214769363,
0.008907651528716087,
0.07338204234838486,
-0.05293602496385574,
0.006157218478620052,
-0.04498588293790817,
-0.010599669069051743,
0.07029199600219727,
0.07150473445653915,
-0.07646685093641281,
0.09559624642133713,
0.07164248079061508,
0.016897471621632576,
0.04387246072292328,
-0.01105609443038702,
0.1033501923084259,
0.07534295320510864,
-0.06608141958713531,
-0.018396489322185516,
0.004368120338767767,
0.02180183306336403,
0.011243930086493492,
0.01423600222915411,
-0.061915114521980286,
-0.02390427328646183,
-0.02822401002049446,
-0.0753743126988411,
-0.01617853343486786,
-0.026975948363542557,
0.050776198506355286,
0.062297988682985306,
-0.06354515999555588,
-0.021649837493896484,
-0.0025293424259871244,
0.01339283213019371,
0.04628646373748779,
-0.06378880143165588,
-0.06466583162546158,
0.04223340377211571,
-0.07775011658668518,
-0.042346227914094925,
-0.05610483139753342,
0.03276539221405983,
-0.041298553347587585,
-0.08295223861932755,
0.025970492511987686,
0.02589472569525242,
-0.0796104148030281,
0.044964730739593506,
-0.004516575485467911,
-0.04205337539315224,
0.07131350040435791,
-0.07989341765642166,
-0.06344875693321228,
0.026675499975681305,
0.098588727414608,
-0.07033960521221161,
0.022449107840657234,
0.05006178095936775,
-0.07863859832286835,
0.07496075332164764,
-0.06232420727610588,
-0.02181149646639824,
0.037296198308467865,
0.052570756524801254,
-0.08013494312763214,
-0.029460642486810684,
0.07167084515094757,
0.09880659729242325,
0.062275033444166183,
0.0760907530784607,
0.010857257060706615,
-0.0019677849486470222,
0.020266743376851082,
-0.00882964301854372,
0.03076479211449623,
0.04890088364481926,
-0.06717865914106369,
0.011345483362674713,
-0.030324600636959076,
-0.0720272958278656,
-0.040930427610874176,
0.02966131642460823,
-0.07940620929002762,
-0.06904153525829315,
0.00516710989177227,
0.06162380427122116,
0.011449179612100124,
0.04236086085438728
] |
So far I only showed that a mix of both is better than synthetic-only, but not
how much the synthetic data improves our models. Thus I trained a model only
on the 300 real-world images. This performed very poorly, even worse than the
synthetic-only model. When evaluating this model, I noticed the model was
almost exclusively detecting the Coca Cola cans; showing me that while 100
pictures is enough to train an object detection model for the Coca Cola cans,
it was not sufficient for the other 2 classes. However for testing purposes I
kept using the same training set of approximately 100 pictures for each class.
I then added just 300 synthetic images to the training set and already noticed
that the scores more than doubled. When I kept adding more synthetic data
however, the models started to perform more poorly. Perhaps using a different
sampling scheme for the real-world data could allow me to add more synthetic
images to the training set. | scraping/output/2304708636802131724.txt | [
0.07247847318649292,
-0.020854851230978966,
-0.038810353726148605,
-0.037258971482515335,
0.050149403512477875,
-0.0025901251938194036,
0.0349072702229023,
0.007689928635954857,
0.06709973514080048,
-0.019279133528470993,
0.007265077438205481,
0.05111032351851463,
0.08181614428758621,
-0.04019320011138916,
-0.027667967602610588,
0.04851183667778969,
0.031060917302966118,
-0.03197314962744713,
-0.07904579490423203,
-0.02046743407845497,
0.0025921629276126623,
-0.01481043640524149,
-0.041200991719961166,
0.04237338528037071,
0.03914918005466461,
0.04000459983944893,
-0.014934215694665909,
-0.007130060810595751,
0.05840211361646652,
-0.07475541532039642,
-0.030041415244340897,
-0.011323925107717514,
0.04427211731672287,
-0.06663602590560913,
0.0296755563467741,
0.01657523401081562,
-0.02873898483812809,
-0.0420222245156765,
0.03918003290891647,
-0.08247358351945877,
-0.038547202944755554,
-0.0013091848231852055,
0.01754697784781456,
0.03383332118391991,
0.03682887181639671,
0.045477092266082764,
-0.025592342019081116,
0.0501459501683712,
-0.03707186505198479,
-0.07109932601451874,
-0.026812219992280006,
0.07393939048051834,
-0.005153006874024868,
0.09533464163541794,
0.05295025184750557,
-0.06286455690860748,
-0.0784531980752945,
-0.0692552775144577,
-0.0519917868077755,
0.06827928870916367,
0.00966587197035551,
-0.08932964503765106,
0.0005595501279458404,
0.017103109508752823,
0.13376052677631378,
0.10933144390583038,
0.03094681166112423,
0.02082730084657669,
-0.0694979876279831,
-0.055703192949295044,
-0.027575338259339333,
0.03985985368490219,
-0.011377309449017048,
-0.037795744836330414,
-0.0021557908039540052,
0.03103773668408394,
0.035779472440481186,
-0.05006379634141922,
0.036401789635419846,
-0.03486770763993263,
-0.032607514411211014,
-0.021231351420283318,
-0.03106640838086605,
0.025871582329273224,
-0.042284172028303146,
0.020161695778369904,
0.07878181338310242,
-0.05026554316282272,
0.10601768642663956,
-0.03304951265454292,
0.03814280778169632,
0.007439480163156986,
-0.08353772759437561,
-0.054247524589300156,
-0.0943213552236557,
-0.06837312132120132,
-0.07858463376760483,
0.05037146434187889,
0.020273426547646523,
-0.01379444357007742,
0.07361235469579697,
-0.01505171786993742,
0.06792980432510376,
-0.03854916989803314,
-0.0333721861243248,
0.044571902602910995,
0.06381092220544815,
-0.06936957687139511,
0.008956724777817726,
-0.05375460907816887,
-0.044101402163505554,
0.03330022841691971,
0.0914214551448822,
0.011406701989471912,
-0.03404827043414116,
-0.04956046864390373,
-0.04021051898598671,
-0.038665685802698135,
0.05450128763914108,
-0.03930075466632843,
0.07655429095029831,
-0.06695285439491272,
-0.06186215206980705,
-0.04304012283682823,
-0.04332485422492027,
0.008202755823731422,
0.007870245724916458,
0.07203540951013565,
0.07425788044929504,
-0.0018383439164608717,
0.028525926172733307,
0.05707279220223427,
0.005058123264461756,
0.07974531501531601,
0.0442751981317997,
0.1075645387172699,
-0.056901976466178894,
0.02697410248219967,
-0.03041481412947178,
-0.0568559356033802,
-0.05051726475358009,
0.06857483834028244,
-0.020814580842852592,
0.05487406998872757,
0.08011680096387863,
-0.027056589722633362,
0.05558357015252113,
-0.06711293756961823,
0.04749976843595505,
-0.038078755140304565,
0.047058239579200745,
-0.025335868820548058,
0.03624901920557022,
0.029830900952219963,
0.05196351930499077,
-0.03552789241075516,
-0.09831862151622772,
-0.05197415500879288,
0.055536217987537384,
0.04703586548566818,
-0.041091375052928925,
-0.022782618179917336,
-0.09840518981218338,
-0.02063855156302452,
-0.03760305047035217,
-0.03281502053141594,
0.003023494267836213,
0.048117559403181076,
-0.007705909200012684,
-0.010879555717110634,
-0.06138100475072861,
0.05336790904402733,
-0.04286733269691467,
0.012978646904230118,
0.015504146926105022,
0.057569462805986404,
-0.02971024438738823,
0.014512785710394382,
0.10494016110897064,
0.03489670902490616,
-0.05315203592181206,
-0.013449518010020256,
-0.05012280493974686,
-0.07019587606191635,
-0.016909435391426086,
0.012531577609479427,
-0.023587753996253014,
0.03694747015833855,
0.05593143403530121,
-0.033382441848516464,
-0.03368157520890236,
0.03651069104671478,
-0.03761927783489227,
-0.03769019618630409,
-0.05042032152414322,
0.015465903095901012,
-0.0776362419128418,
0.06275206804275513,
0.04286525398492813,
0.0637301430106163,
-0.003387309843674302,
-0.029310408979654312,
0.058543797582387924,
0.030482398346066475,
0.038636550307273865,
0.003231215989217162,
-0.050374556332826614,
0.07707426697015762,
-0.054356593638658524,
0.04023932293057442,
0.07832737267017365,
-0.06320981681346893,
-0.06896448880434036,
0.07149341702461243,
-0.03679696097970009,
-0.056490037590265274,
-0.016759002581238747,
0.06027071923017502,
-0.05412321910262108,
0.015216844156384468,
0.08258721232414246,
-0.011768578551709652,
0.07683096081018448,
-0.09846152365207672,
-0.03223885968327522,
0.05501934513449669,
0.07206927984952927,
-0.10672791302204132,
-0.024224339053034782,
0.06664706766605377,
-0.0767839103937149,
-0.017169173806905746,
-0.06448394060134888,
-0.05845550075173378,
-0.06515103578567505,
-0.032278839498758316,
-0.06400807946920395,
0.024971403181552887,
-0.018109813332557678,
-0.0441163070499897,
-0.036166299134492874,
-0.08140983432531357,
0.05207446590065956,
-0.06121022626757622,
0.07036487013101578,
-0.025408942252397537,
-0.04013754427433014,
0.023030683398246765,
-0.0035673826932907104,
0.04002602398395538,
0.054253123700618744,
-0.03632020950317383,
-0.04201330617070198,
-0.021246474236249924,
-0.02838272787630558,
0.09089899063110352,
0.07435796409845352,
0.03357252851128578,
-0.055792905390262604,
0.04800763353705406,
-0.001302451128140092,
-0.04662776738405228,
0.05414159595966339,
0.05579328164458275,
0.03336013853549957,
0.07266537100076675,
-0.025686025619506836,
-0.051638636738061905,
-0.04698554426431656,
-0.04703865572810173,
-0.06578231602907181,
0.022515466436743736,
0.01941996067762375,
-0.06793276220560074,
-0.03332865610718727,
-0.03803177550435066,
0.05875059589743614,
0.07208097726106644,
-0.04668460041284561,
-0.03075648657977581,
0.040375299751758575,
0.017850635573267937,
0.040060002356767654,
0.04652446135878563,
0.03121413290500641,
0.0023952105548232794,
0.018757186830043793,
0.10698375105857849,
0.008416788652539253,
-0.03134135156869888,
-0.03849504142999649,
-0.033007729798555374,
0.003111714730039239,
-0.0693357065320015,
0.08912451565265656,
0.035260025411844254,
-0.02067478746175766,
0.047145236283540726,
-0.0675276443362236,
0.017966918647289276,
-0.05056951567530632,
-0.023950204253196716,
0.0453590489923954,
0.06736655533313751,
-0.08995214104652405,
0.04817129299044609,
0.033539190888404846,
0.011018270626664162,
0.03602813929319382,
0.001268845982849598,
0.10188159346580505,
0.09499827027320862,
-0.035965994000434875,
-0.052775654941797256,
-0.00490659661591053,
0.06077054888010025,
-0.01159302331507206,
0.012002680450677872,
-0.03872908279299736,
-0.03430968523025513,
-0.04447360709309578,
-0.0681958794593811,
0.0041138301603496075,
-0.04942651465535164,
0.02412457764148712,
0.08968678116798401,
-0.057859599590301514,
-0.025365080684423447,
0.012598349712789059,
0.008482866920530796,
0.03967273235321045,
-0.045694299042224884,
-0.06213740259408951,
0.028330128639936447,
-0.08055378496646881,
-0.032861076295375824,
-0.016903555020689964,
0.03720082715153694,
-0.05673423781991005,
-0.04703043773770332,
0.014701785519719124,
-0.0031985014211386442,
-0.08817224204540253,
0.031913336366415024,
-0.01893679052591324,
-0.03373324126005173,
0.06754853576421738,
-0.05722397565841675,
-0.025696231052279472,
-0.025672301650047302,
0.08608776330947876,
-0.05875305086374283,
0.0023223322350531816,
0.04262310639023781,
-0.06323350220918655,
0.09016155451536179,
-0.06548173725605011,
-0.03610808029770851,
0.021416928619146347,
0.08481969684362411,
-0.08511000871658325,
-0.021952521055936813,
0.04641680791974068,
0.10099366307258606,
0.06964369118213654,
0.08669936656951904,
0.010159188881516457,
-0.015764862298965454,
-0.004127832595258951,
-0.0013456152519211173,
0.06367000192403793,
0.04779591038823128,
-0.08064475655555725,
0.01380167342722416,
-0.024220863357186317,
-0.0800396278500557,
-0.01073607336729765,
0.03603750467300415,
-0.06490576267242432,
-0.079125314950943,
0.02055314928293228,
0.08979616314172745,
0.009175430983304977,
0.050519831478595734
] |
Comparison between models trained on different amounts of synthetic images
### Performance Comparison between Different Classes
While manually evaluating the models I noticed major differences between how
well some of the models were detecting the classes. Thus I evaluated them for
each class separately and looked at the results.
models trained on 5000 synthetic images, 500 real-world images and a mixture
of 2000 synthetic and 300 real-world images; evaluated on each class
separately
The shoe class scores badly in most of the models; this is the most complex
object I used and also the least colorful, which may contribute to its low
scores. By complex I mean that it looks different from every angle, and has
some thin segments that are moveable in the shoelaces. | scraping/output/2304708636802131724.txt | [
0.062360309064388275,
-0.02474077418446541,
-0.014893043786287308,
-0.024805637076497078,
0.07348305732011795,
-0.042399629950523376,
0.04583807662129402,
0.010462234728038311,
0.06045559048652649,
-0.016783203929662704,
0.028367692604660988,
0.04348231852054596,
0.056230898946523666,
-0.01846056431531906,
0.007621284108608961,
0.007881450466811657,
0.06599029153585434,
-0.038753461092710495,
-0.06304770708084106,
-0.03635038435459137,
-0.017853256314992905,
-0.02458284981548786,
-0.04882114753127098,
0.057059433311223984,
0.06348688900470734,
-0.01330483052879572,
-0.011366061866283417,
-0.027063852176070213,
0.01239400077611208,
-0.08879179507493973,
-0.02595258690416813,
-0.02316366881132126,
0.04846782609820366,
-0.0369328036904335,
0.05114487186074257,
0.01785152778029442,
-0.010195180773735046,
-0.016239404678344727,
0.018867792561650276,
-0.04782012477517128,
-0.011814113706350327,
0.017989393323659897,
0.035367511212825775,
0.050610557198524475,
0.009059973061084747,
0.07094498723745346,
-0.022626597434282303,
0.017973801121115685,
-0.046228982508182526,
-0.0627247765660286,
-0.028471769765019417,
0.04849764332175255,
-0.009956357069313526,
0.05030721053481102,
0.05994582921266556,
-0.09236700087785721,
-0.037890173494815826,
-0.08791683614253998,
-0.06967994570732117,
0.07072784751653671,
0.058896567672491074,
-0.11550115048885345,
0.005637831520289183,
0.07871447503566742,
0.10212919116020203,
0.10793272405862808,
0.04876254126429558,
0.029042920097708702,
-0.06961608678102493,
-0.10459034889936447,
-0.07036107778549194,
0.05062584951519966,
-0.008717124350368977,
-0.0486527718603611,
0.012326143682003021,
0.009289217181503773,
0.049952927976846695,
-0.06497654318809509,
0.003002815879881382,
-0.03817346692085266,
-0.022142956033349037,
-0.04681362584233284,
-0.03463689982891083,
0.03376897796988487,
-0.042009636759757996,
0.027414575219154358,
0.0891551747918129,
-0.06791303306818008,
0.09140204638242722,
-0.033066052943468094,
0.032846104353666306,
0.022885121405124664,
-0.06283269822597504,
-0.046286288648843765,
-0.07633612304925919,
-0.08431657403707504,
-0.08257105201482773,
0.04680391401052475,
0.02559886872768402,
-0.01049729809165001,
0.046813659369945526,
-0.006569101940840483,
0.06659601628780365,
-0.058168429881334305,
-0.030695676803588867,
0.06654821336269379,
0.0739339143037796,
-0.05510646477341652,
0.0029404747765511274,
-0.0768020823597908,
-0.0589744932949543,
0.0430089496076107,
0.08521299064159393,
-0.010179270058870316,
-0.01839890331029892,
-0.02879951149225235,
-0.03682519495487213,
-0.05749323591589928,
0.046646300703287125,
-0.0015274948673322797,
0.06589409708976746,
-0.03634439408779144,
-0.0762609988451004,
-0.05039162561297417,
-0.021715352311730385,
0.001145313959568739,
0.023162685334682465,
0.07775600254535675,
0.05588526278734207,
0.013079690746963024,
0.026695767417550087,
0.057021141052246094,
0.020654894411563873,
0.09770970046520233,
0.04161909967660904,
0.09839066118001938,
-0.06545328348875046,
0.01922518014907837,
-0.029284432530403137,
-0.05303805321455002,
-0.04704751819372177,
0.050975531339645386,
0.0013245000736787915,
0.05762854963541031,
0.05660446733236313,
0.0001264112797798589,
0.051640961319208145,
-0.06464575976133347,
0.08545709401369095,
-0.027643756940960884,
0.05245724320411682,
0.00659391051158309,
0.02857937663793564,
0.04297112673521042,
0.031088951975107193,
-0.0481082908809185,
-0.0954962819814682,
-0.047975342720746994,
0.043681662529706955,
0.041367191821336746,
-0.04215577244758606,
-0.021612390875816345,
-0.04728472977876663,
-0.030211392790079117,
-0.04972383379936218,
-0.04516225308179855,
-0.019725879654288292,
0.014856444671750069,
-0.004904653877019882,
-0.05799935758113861,
-0.06451821327209473,
0.05238252505660057,
-0.02328549139201641,
0.04493324086070061,
-0.02587907947599888,
0.020741205662488937,
-0.02652280032634735,
0.020943375304341316,
0.09543731063604355,
0.023412058129906654,
-0.07160550355911255,
0.009430143050849438,
-0.06150831654667854,
-0.06908082216978073,
-0.055806390941143036,
-0.01747436262667179,
-0.02337018959224224,
0.05437367036938667,
0.028444403782486916,
-0.03694996237754822,
-0.01786498725414276,
0.02384035289287567,
-0.010226014070212841,
-0.05947747454047203,
-0.03346792981028557,
0.018283627927303314,
-0.04943114146590233,
0.0520092137157917,
0.08003851026296616,
0.03240069001913071,
-0.02231450192630291,
-0.0210646353662014,
0.08156388998031616,
0.024478401988744736,
0.05934750661253929,
-0.005825492087751627,
-0.07405994832515717,
0.0717625692486763,
-0.044359538704156876,
0.038030773401260376,
0.048105187714099884,
-0.05156659334897995,
-0.07863173633813858,
0.0428919792175293,
-0.032532379031181335,
-0.0602724626660347,
0.0023226491175591946,
0.04468972235918045,
-0.010373990051448345,
0.04765799269080162,
0.06202663108706474,
0.003082840470597148,
0.029685931280255318,
-0.09404058754444122,
-0.0017380127683281898,
0.07935676723718643,
0.07367932796478271,
-0.0662628635764122,
-0.022130219265818596,
0.06969726830720901,
-0.06674119830131531,
-0.04521862044930458,
-0.0655345767736435,
-0.051955483853816986,
-0.04952966794371605,
-0.0542646162211895,
-0.056432608515024185,
0.02598646841943264,
-0.01419799029827118,
-0.05194765701889992,
-0.02981814742088318,
-0.07400020211935043,
0.044060491025447845,
-0.0339779332280159,
0.03498254716396332,
-0.006865680683404207,
-0.020819656550884247,
0.05126325413584709,
-0.009438056498765945,
0.05734206363558769,
0.021937809884548187,
-0.0361824594438076,
-0.05430163815617561,
-0.005865462124347687,
-0.036878589540719986,
0.06519997119903564,
0.05704515427350998,
0.06338825821876526,
-0.07018599659204483,
0.02829454094171524,
0.021419541910290718,
-0.02887752652168274,
0.06610125303268433,
0.08085139095783234,
0.04832001030445099,
0.0550624318420887,
0.007309703156352043,
-0.0684460923075676,
-0.03496675565838814,
-0.02458934858441353,
-0.06061053276062012,
0.03557445481419563,
-0.0064729321748018265,
-0.04279542341828346,
-0.0718216821551323,
-0.0030279464554041624,
0.05813302844762802,
0.07973326742649078,
-0.05325035750865936,
-0.030463064089417458,
0.07014206796884537,
0.006946145091205835,
0.06106780469417572,
0.03877323120832443,
0.042991697788238525,
-0.027769139036536217,
0.009787899442017078,
0.09077948331832886,
0.024997929111123085,
-0.02797359973192215,
-0.014734906144440174,
-0.06852756440639496,
0.016307935118675232,
-0.04243221506476402,
0.08006729930639267,
0.014654058963060379,
-0.013364393264055252,
0.08163799345493317,
-0.06763719022274017,
0.028870705515146255,
-0.05656791850924492,
0.0061730630695819855,
0.04746435955166817,
0.053910523653030396,
-0.06738793104887009,
0.08307363092899323,
0.04977070167660713,
-0.006535740569233894,
0.0412110760807991,
0.005915711633861065,
0.07774524390697479,
0.10842416435480118,
-0.07040431350469589,
-0.04465378075838089,
0.03754500672221184,
0.03366702049970627,
-0.02237846702337265,
0.04400855675339699,
-0.04613719508051872,
-0.04168478772044182,
-0.01240458618849516,
-0.10195891559123993,
0.00528127932921052,
-0.06156165152788162,
0.03775090351700783,
0.09984132647514343,
-0.07371947914361954,
-0.023975195363163948,
0.013694420456886292,
0.008474178612232208,
0.032449208199977875,
-0.04633309692144394,
-0.057603538036346436,
0.049654360860586166,
-0.09668941795825958,
-0.06224396452307701,
-0.055970199406147,
0.04081396013498306,
-0.057528700679540634,
-0.016685351729393005,
0.014966522343456745,
0.015896840021014214,
-0.09395929425954819,
0.008106361143290997,
-0.013064681552350521,
-0.06010983884334564,
0.05617132410407066,
-0.03560397028923035,
-0.05583396181464195,
0.020906830206513405,
0.12762363255023956,
-0.072171650826931,
0.028690211474895477,
0.042333271354436874,
-0.07765977829694748,
0.052464693784713745,
-0.05243893712759018,
-0.0028622669633477926,
0.04130052775144577,
0.061133988201618195,
-0.0888388529419899,
-0.03534523397684097,
0.057702869176864624,
0.06347683817148209,
0.06281667202711105,
0.06083511933684349,
0.0014554266817867756,
-0.017639663070440292,
0.00626823864877224,
-0.01976120099425316,
0.066583551466465,
0.05807383358478546,
-0.0769650861620903,
0.027037985622882843,
-0.05986835062503815,
-0.0568092055618763,
-0.028183940798044205,
0.02200208604335785,
-0.09557688236236572,
-0.091163769364357,
0.025094417855143547,
0.06650836020708084,
0.023383814841508865,
0.04584033042192459
] |
The real-world models are very good at recognising the Coca Cola cans, however
for the other classes they are failing. Using the synthetic models however,
the cola cans are not so easily detected. This may be due to their reflective
properties, which are not simulated well in Unity Perception. However, there
are options in Unity to better simulate reflections, which I did not fully
make use of but certainly could help here.
The Kellogg’s cereal box is a “simpler” object and scores very well in
synthetic-only data; this shows that for these kinds of objects a synthetic-
only dataset can already provide great results on its own.
Example detection of model trained on 300 real-world images
Example detection of model trained on 1000 synthetic images
Example detection of model trained on 300 real-world images and 1000 synthetic
images
### Conclusion | scraping/output/2304708636802131724.txt | [
0.06468216329813004,
-0.012439980171620846,
-0.024181492626667023,
-0.04607268422842026,
0.06264733523130417,
-0.024437734857201576,
0.045113660395145416,
0.003929207567125559,
0.009113484062254429,
-0.0001580547250341624,
0.02543206699192524,
0.02243076078593731,
0.06938200443983078,
-0.046699296683073044,
-0.017042433843016624,
0.03903977945446968,
0.0554182194173336,
-0.015235117636620998,
-0.05589421093463898,
-0.03855730593204498,
0.01433646958321333,
-0.015542334876954556,
-0.031288038939237595,
0.03642626851797104,
0.04290056228637695,
0.059188805520534515,
-0.031254541128873825,
0.015850525349378586,
0.03369111940264702,
-0.06977223604917526,
-0.04854794219136238,
-0.0050384425558149815,
0.052316974848508835,
-0.044808279722929,
0.03599106892943382,
0.03084070235490799,
-0.06156853958964348,
-0.053692013025283813,
0.035699475556612015,
-0.08735797554254532,
-0.04236970096826553,
-0.010514194145798683,
0.005884201265871525,
0.04634036496281624,
0.028296874836087227,
0.05457727611064911,
-0.024752739816904068,
0.04792812466621399,
-0.014349281787872314,
-0.061597488820552826,
-0.009565670974552631,
0.0261127557605505,
-0.023632965981960297,
0.07458769530057907,
0.0626290813088417,
-0.0387859120965004,
-0.05591009929776192,
-0.04196450859308243,
-0.037550922483205795,
0.0633804053068161,
0.043027542531490326,
-0.09203407913446426,
-0.04795480892062187,
0.027057798579335213,
0.12251996994018555,
0.08923274278640747,
0.01755596697330475,
0.01870611123740673,
-0.0650053322315216,
-0.07945699244737625,
-0.02870672382414341,
0.03391463682055473,
-0.007361896801739931,
-0.04803892597556114,
0.02170729637145996,
0.026356453076004982,
-0.0035083633847534657,
-0.021885689347982407,
0.04403044655919075,
-0.034986551851034164,
-0.03715861588716507,
-0.019324690103530884,
-0.021653175354003906,
0.06320929527282715,
-0.031132478266954422,
0.035740189254283905,
0.07389514893293381,
-0.05692654475569725,
0.09134459495544434,
-0.04930918663740158,
0.06383397430181503,
0.008667262271046638,
-0.06679587066173553,
-0.05863068625330925,
-0.08889602869749069,
-0.08321701735258102,
-0.08078598231077194,
0.036982450634241104,
0.025811146944761276,
-0.007193550001829863,
0.08488669991493225,
-0.027369942516088486,
0.05813688784837723,
-0.05592640861868858,
-0.03611006215214729,
0.03128080070018768,
0.09234945476055145,
-0.07439450919628143,
0.013340567238628864,
-0.07464668154716492,
-0.05634462088346481,
0.03745883330702782,
0.08989758789539337,
0.03194570541381836,
-0.05596286803483963,
-0.046191923320293427,
-0.01881786808371544,
-0.04997618868947029,
0.040673308074474335,
-0.03492935746908188,
0.06459788233041763,
-0.07858704775571823,
-0.07689579576253891,
-0.050000499933958054,
-0.0551796481013298,
-0.011332538910210133,
-0.01011289656162262,
0.09382788836956024,
0.0492035374045372,
0.0015492610400542617,
0.048894576728343964,
0.03430475667119026,
0.020385107025504112,
0.06909717619419098,
0.059881214052438736,
0.10390137135982513,
-0.054708417505025864,
0.008882874622941017,
-0.02210388518869877,
-0.03771691024303436,
-0.04719528183341026,
0.04190198704600334,
-0.052900657057762146,
0.06456005573272705,
0.07862900197505951,
-0.02350640669465065,
0.05347290635108948,
-0.06307566910982132,
0.03611145168542862,
0.0011654230765998363,
0.06352485716342926,
-0.0061488887295126915,
0.02325318567454815,
0.040526069700717926,
0.04274759814143181,
-0.05205202102661133,
-0.07067793607711792,
-0.055095311254262924,
0.040584005415439606,
0.03925095126032829,
-0.03925839066505432,
-0.013273127377033234,
-0.09484981000423431,
-0.03485972806811333,
-0.04298783838748932,
-0.032316893339157104,
0.007034651469439268,
0.07837369292974472,
-0.006706091109663248,
0.016059357672929764,
-0.039310023188591,
0.09090514481067657,
-0.003533388487994671,
0.051865577697753906,
-0.0003621795913204551,
0.02260380983352661,
-0.03526639938354492,
0.010278896428644657,
0.09143128991127014,
0.00034174625761806965,
-0.03147292137145996,
0.004011350683867931,
-0.06549330800771713,
-0.08642058074474335,
-0.053416211158037186,
-0.034786246716976166,
-0.01578967459499836,
0.054864075034856796,
0.05442631617188454,
-0.04290524497628212,
-0.0550663061439991,
0.028014030307531357,
-0.03800375014543533,
-0.03853648900985718,
-0.035676050931215286,
0.06234816834330559,
-0.1024303063750267,
0.06613866984844208,
0.03791499137878418,
0.07112501561641693,
-0.032599903643131256,
-0.058045025914907455,
0.05427088215947151,
-0.0006306946743279696,
0.05808364227414131,
0.011749131605029106,
-0.07087372988462448,
0.10090374201536179,
-0.03798068314790726,
0.05068556219339371,
0.05426354706287384,
-0.062152065336704254,
-0.051037583500146866,
0.0885704755783081,
-0.08476924896240234,
-0.05251079052686691,
-0.034373365342617035,
0.0694613978266716,
-0.026321468874812126,
0.015783129259943962,
0.050865355879068375,
-0.023914501070976257,
0.06429500877857208,
-0.07848072797060013,
-0.020225346088409424,
0.029560165479779243,
0.06347597390413284,
-0.08206011354923248,
-0.03343583270907402,
0.04592256247997284,
-0.049552056938409805,
-0.019446412101387978,
-0.0795108750462532,
-0.07433055341243744,
-0.05893069878220558,
-0.05255546793341637,
-0.08630106598138809,
0.018718838691711426,
0.0021551575046032667,
-0.06035991013050079,
-0.032308753579854965,
-0.0581829734146595,
0.058302585035562515,
-0.04484075680375099,
0.08070284873247147,
-0.02878834493458271,
-0.04823201149702072,
0.02628021314740181,
-0.00937249418348074,
0.05015789344906807,
0.03365457057952881,
-0.04823251813650131,
-0.03694862872362137,
0.004002290312200785,
-0.01670713722705841,
0.0955657809972763,
0.06053922325372696,
0.03153293952345848,
-0.05500590056180954,
0.05672634020447731,
-0.009402751922607422,
-0.051627278327941895,
0.06608909368515015,
0.058084845542907715,
0.07264107465744019,
0.043153855949640274,
-0.0237306896597147,
-0.04234268143773079,
-0.02657531388103962,
-0.04543505981564522,
-0.08747407793998718,
-0.00895049050450325,
0.01520084124058485,
-0.03543799743056297,
-0.06412307918071747,
-0.008302507922053337,
0.06737614423036575,
0.03362724930047989,
-0.053050920367240906,
-0.07356520742177963,
0.046700749546289444,
0.016312481835484505,
0.06933006644248962,
0.007165259215980768,
0.038339462131261826,
0.0409688800573349,
0.03372696042060852,
0.10718380659818649,
0.002112057525664568,
-0.011671331711113453,
-0.040006373077631,
-0.034134380519390106,
-0.010985092259943485,
-0.04225867986679077,
0.05653189495205879,
0.053252846002578735,
-0.01635582000017166,
0.05621540918946266,
-0.07142955809831619,
0.02550010196864605,
-0.04923155903816223,
-0.05201978608965874,
0.05105336010456085,
0.032069362699985504,
-0.09629891812801361,
0.0659533366560936,
0.03345824405550957,
0.029123598709702492,
0.025805151090025902,
-0.00140553736127913,
0.07526413351297379,
0.07152552902698517,
-0.04164036363363266,
-0.030213987454771996,
0.01116154808551073,
0.09673924744129181,
-0.02528034895658493,
0.035835158079862595,
-0.054321061819791794,
-0.02626481093466282,
-0.030278336256742477,
-0.0618172213435173,
-0.005499051883816719,
-0.08233975619077682,
-0.007795881945639849,
0.06871124356985092,
-0.06357607245445251,
0.024547837674617767,
0.04727933183312416,
-0.00012079533917130902,
0.03189167007803917,
-0.031465619802474976,
-0.05092768371105194,
0.022506866604089737,
-0.06909850239753723,
-0.04282742738723755,
-0.020621486008167267,
0.0527467280626297,
-0.057045940309762955,
-0.06214150786399841,
0.03447128087282181,
-0.0015514201950281858,
-0.07543512433767319,
0.03771446645259857,
-0.017260989174246788,
-0.00013378314906731248,
0.08698097616434097,
-0.053347133100032806,
-0.05057492107152939,
0.008577349595725536,
0.06736563891172409,
-0.08206728845834732,
0.01187678799033165,
0.06953129172325134,
-0.08438128232955933,
0.06804434955120087,
-0.07690192013978958,
-0.024627679958939552,
0.08781608939170837,
0.07434596121311188,
-0.040051620453596115,
-0.008705482818186283,
0.049703747034072876,
0.10047835111618042,
0.057579442858695984,
0.07981505244970322,
0.003955228719860315,
-0.011005496606230736,
0.02126401476562023,
-0.001657026819884777,
0.06284116953611374,
0.03802729398012161,
-0.08103937655687332,
0.007897620089352131,
-0.011046103201806545,
-0.09115420281887054,
-0.00762110436335206,
0.009507575072348118,
-0.06604129076004028,
-0.08469229191541672,
0.01954403519630432,
0.06446383893489838,
0.019585246220231056,
0.04201241955161095
] |
Example detection of model trained on 1000 synthetic images
Example detection of model trained on 300 real-world images and 1000 synthetic
images
### Conclusion
In this post I showed that adding synthetic images to object detection models
can greatly improve your models. I explained step by step how to do this from
scanning the objects to training the object detection models. I showed that
best results are obtained with a model trained on a mix of both real-world and
synthetic images and that you can already achieve decent results with few
real-world images if you add synthetic data. I also concluded that simple
objects, like the Kellogg’s box, benefit greatly from the addition of
synthetic images. It is harder to obtain representative meshes from objects
with thin, see-through or reflective segments; however even models trained on
those objects get better results with the addition of synthetic data. | scraping/output/2304708636802131724.txt | [
0.05648340284824371,
-0.038605354726314545,
-0.0273507721722126,
-0.02980569191277027,
0.05150055140256882,
-0.025496071204543114,
0.039002664387226105,
0.04680178314447403,
0.06395045667886734,
-0.00387581973336637,
0.014562026597559452,
0.06905142962932587,
0.08400709927082062,
-0.05728355795145035,
-0.02374020218849182,
0.032728321850299835,
0.056071314960718155,
-0.04914723336696625,
-0.0730057954788208,
-0.018720928579568863,
-0.0020605067256838083,
-0.008319912478327751,
-0.06481260806322098,
0.03486175835132599,
0.02714119292795658,
0.006186225917190313,
-0.041186753660440445,
0.002346448367461562,
0.039522960782051086,
-0.06389417499303818,
-0.04515267536044121,
-0.03320898860692978,
0.06113167107105255,
-0.06207846850156784,
0.03936518356204033,
0.006686647422611713,
0.005294133443385363,
-0.06331363320350647,
0.0033118126448243856,
-0.07805686444044113,
-0.04006475210189819,
-0.01899154856801033,
-0.0063466159626841545,
0.022599168121814728,
0.01471693441271782,
0.040688857436180115,
-0.0330691896378994,
0.03608383610844612,
-0.03761608526110649,
-0.04656635969877243,
-0.01084886584430933,
0.06065882742404938,
-0.020149027928709984,
0.06968584656715393,
0.04252101853489876,
-0.06118330359458923,
-0.07202976197004318,
-0.09290031343698502,
-0.05220524221658707,
0.08207351714372635,
0.05018007010221481,
-0.10460779070854187,
-0.047591499984264374,
0.05742676556110382,
0.09618041664361954,
0.08013994991779327,
0.04465494304895401,
0.02344711497426033,
-0.047445762902498245,
-0.0924823209643364,
-0.023958498612046242,
0.05299324914813042,
0.0178439412266016,
-0.04714886471629143,
0.020663168281316757,
-0.0027485829778015614,
0.01879795454442501,
-0.05084015801548958,
0.027479669079184532,
-0.03303435072302818,
-0.04305160790681839,
-0.037365347146987915,
-0.0033016817178577185,
0.05469273775815964,
-0.062244709581136703,
0.024115175008773804,
0.06922686845064163,
-0.08219379931688309,
0.06003878265619278,
-0.022410521283745766,
0.034262023866176605,
0.02409188263118267,
-0.06611145287752151,
-0.012400099076330662,
-0.06390659511089325,
-0.07673949748277664,
-0.03913212940096855,
0.03439035266637802,
0.03490094095468521,
-0.024255333468317986,
0.0706147626042366,
-0.02424868755042553,
0.03262569010257721,
-0.04967822507023811,
-0.035598281770944595,
0.04271211847662926,
0.058854758739471436,
-0.0577491894364357,
-0.013229710049927235,
-0.06095772609114647,
-0.06095346808433533,
0.044572047889232635,
0.11450250446796417,
0.049546487629413605,
-0.05954242870211601,
-0.03175556659698486,
-0.03978520631790161,
-0.05710010603070259,
0.03407452255487442,
-0.000755771528929472,
0.08920114487409592,
-0.056187696754932404,
-0.08244526386260986,
-0.011203139089047909,
-0.058289848268032074,
-0.030308127403259277,
-0.025493334978818893,
0.05551154538989067,
0.04331238940358162,
-0.004030878189951181,
0.03235654905438423,
0.06559879332780838,
0.0192851684987545,
0.055277638137340546,
0.04101910442113876,
0.09377514570951462,
-0.07804131507873535,
0.011387406848371029,
-0.05756430700421333,
-0.07437730580568314,
-0.05723710358142853,
0.03413592278957367,
-0.027161313220858574,
0.05605059489607811,
0.1180729866027832,
0.02474815398454666,
0.07152901589870453,
-0.05042995885014534,
0.06312111765146255,
0.013423135504126549,
0.03667958453297615,
0.0048899888060987,
0.049100782722234726,
0.01264792401343584,
0.018129965290427208,
-0.03913784399628639,
-0.0606977604329586,
-0.06382273137569427,
0.06012050062417984,
0.051597971469163895,
-0.029940064996480942,
-0.009457734413444996,
-0.06578634679317474,
-0.00795031525194645,
-0.035464685410261154,
-0.036988675594329834,
-0.01319616474211216,
0.050018228590488434,
-0.010528646409511566,
-0.04810701310634613,
-0.07202375680208206,
0.07937031239271164,
-0.041304536163806915,
0.07257126271724701,
-0.02138163149356842,
0.04842613264918327,
-0.04649689793586731,
0.025503914803266525,
0.06460876017808914,
0.013788496144115925,
-0.07450740784406662,
-0.001548833679407835,
-0.08611048758029938,
-0.06135101616382599,
-0.030059847980737686,
-0.017684949561953545,
-0.02353021875023842,
0.028730235993862152,
0.03980831056833267,
-0.007824591360986233,
-0.006508032325655222,
0.05232400819659233,
-0.010079164057970047,
-0.06599856913089752,
-0.04405054450035095,
0.06851448863744736,
-0.038298867642879486,
0.07657814025878906,
0.056896716356277466,
0.04109463468194008,
-0.014130380004644394,
-0.025589415803551674,
0.07778722792863846,
0.0030442490242421627,
0.06798011064529419,
-0.029087206348776817,
-0.07027016580104828,
0.07705707848072052,
-0.060557860881090164,
0.04173082113265991,
0.09970293194055557,
-0.060572389513254166,
-0.08891379088163376,
0.03943287208676338,
-0.04968016594648361,
-0.07158351689577103,
-0.002735482295975089,
0.06115959584712982,
-0.016973676159977913,
0.015347880311310291,
0.06004538759589195,
-0.02962520904839039,
0.06062750518321991,
-0.05065883696079254,
-0.015680773183703423,
0.05981559306383133,
0.08734729886054993,
-0.12013272196054459,
-0.018680166453123093,
0.02655085362493992,
-0.07213661074638367,
-0.024880973622202873,
-0.06277894228696823,
-0.020590608939528465,
-0.05160093307495117,
-0.02978837862610817,
-0.06656167656183243,
0.02782166190445423,
0.06538049876689911,
-0.04853398725390434,
-0.04243801534175873,
-0.049656715244054794,
0.07245311141014099,
-0.05306768789887428,
0.04090958088636398,
-0.02818770334124565,
-0.05538789927959442,
0.08223814517259598,
0.014941626228392124,
0.0421459823846817,
0.02624376490712166,
-0.036634206771850586,
-0.08571732044219971,
0.007733093574643135,
-0.04929950460791588,
0.09138831496238708,
0.0798344612121582,
0.019223874434828758,
-0.05502907186746597,
0.06043875217437744,
0.0210570078343153,
-0.042729783803224564,
0.044770028442144394,
0.06541994214057922,
0.055724434554576874,
0.05795593559741974,
-0.037439361214637756,
-0.019192317500710487,
-0.00521489093080163,
-0.05286242067813873,
-0.0702119991183281,
0.028824975714087486,
0.0010755734983831644,
-0.020454244688153267,
-0.0639842227101326,
-0.039954788982868195,
0.0557422861456871,
0.0969870388507843,
-0.04206586629152298,
-0.03391638398170471,
0.07970400899648666,
0.007970531471073627,
0.030659247189760208,
0.037561193108558655,
0.05966503545641899,
-0.005677937995642424,
0.014356257393956184,
0.07263486832380295,
0.035247791558504105,
-0.034872375428676605,
-0.03563716635107994,
-0.034729745239019394,
-0.0043198345229029655,
-0.03868626058101654,
0.07091451436281204,
0.04216557741165161,
-0.02288834936916828,
0.06645375490188599,
-0.04370175302028656,
-0.00025816334527917206,
-0.0653146281838417,
-0.058254584670066833,
0.051572345197200775,
0.07655666023492813,
-0.07672460377216339,
0.08175413310527802,
0.03722044453024864,
0.024107009172439575,
0.05935193970799446,
0.024314096197485924,
0.06702373176813126,
0.05867547169327736,
-0.026810653507709503,
-0.03126971051096916,
0.009852061048150063,
0.056075919419527054,
-0.010872989892959595,
0.040430083870887756,
-0.08032750338315964,
-0.03609679639339447,
-0.0038803848437964916,
-0.05967460572719574,
0.036451272666454315,
-0.06690622866153717,
0.03629761561751366,
0.07145078480243683,
-0.061955541372299194,
-0.014701570384204388,
-0.00969421025365591,
0.010722002014517784,
0.041792239993810654,
-0.04342566803097725,
-0.048507194966077805,
0.030546996742486954,
-0.061935413628816605,
-0.06944865733385086,
-0.042201247066259384,
0.06464199721813202,
-0.05309160798788071,
-0.043876487761735916,
0.029205065220594406,
0.004009944852441549,
-0.10202652215957642,
0.05698280781507492,
-0.01371949166059494,
-0.028105737641453743,
0.07721032947301865,
-0.05896581709384918,
-0.07456550747156143,
0.003966625314205885,
0.0943160429596901,
-0.0768725797533989,
0.02914426289498806,
0.019606368616223335,
-0.07913743704557419,
0.03659007325768471,
-0.04802808538079262,
-0.017609067261219025,
0.06326746195554733,
0.05454343929886818,
-0.06306634098291397,
-0.022729966789484024,
0.08965066820383072,
0.03653804957866669,
0.054388318210840225,
0.07970910519361496,
-0.025596950203180313,
-0.011552420444786549,
0.031242521479725838,
0.0037695690989494324,
0.06473161280155182,
0.024158159270882607,
-0.05367711931467056,
0.03527003899216652,
-0.03133976832032204,
-0.10830485820770264,
-0.05486379936337471,
0.016398901119828224,
-0.07623855024576187,
-0.05148068815469742,
0.05353536084294319,
0.04224979877471924,
-0.01139085367321968,
0.03381247818470001
] |
Perhaps for models with a very large set of qualitative real-world images, the
addition of synthetic data will not result in improvements. However, for
models with few qualitative real-world images such as my example, the addition
of synthetic data is a major boost to results. To conclude I am satisfied with
the results as the improvements of adding synthetic data were even greater
than expected. I hope you find this post useful and it inspires you to try
this and further improve the simulations to achieve even better results!
## Related posts
View all
No results found.
There are no results with this criteria. Try changing your search.
Large Language Model
Large Language Model
Foundation Models
Foundation Models
Corporate
Corporate
People
People
Structured Data
Structured Data
Chat GPT
Chat GPT
Sustainability
Sustainability
Voice & Sound
Voice & Sound
Front-End Development
Front-End Development
Data Protection & Security
Data Protection & Security | scraping/output/2304708636802131724.txt | [
0.039478152990341187,
-0.04111333191394806,
-0.010045204311609268,
-0.03097633458673954,
0.07170494645833969,
-0.05598963052034378,
0.0813056081533432,
0.030253352597355843,
0.05724792554974556,
-0.024356143549084663,
0.028802206739783287,
0.058494340628385544,
0.06019561365246773,
-0.04964400455355644,
-0.03760373964905739,
0.032628342509269714,
0.03389088809490204,
-0.05920726805925369,
-0.02618846483528614,
-0.04951060190796852,
0.023703670129179955,
-0.00862170197069645,
-0.05721619725227356,
0.04242867976427078,
0.02898002788424492,
0.035342972725629807,
-0.033831510692834854,
-0.0006474281544797122,
0.04658731073141098,
-0.05829017236828804,
-0.06643779575824738,
-0.030743341892957687,
0.055967919528484344,
-0.052905503660440445,
0.022728580981492996,
-0.02184169925749302,
-0.001209092210046947,
-0.03660361468791962,
0.04672175645828247,
-0.08186330646276474,
-0.06158555671572685,
0.029926341027021408,
0.017844779416918755,
0.02008059248328209,
-0.0006430679932236671,
0.03822903335094452,
-0.0301627516746521,
0.06351056694984436,
-0.008204950019717216,
-0.051895126700401306,
-0.02694382332265377,
0.045053575187921524,
0.007071764208376408,
0.06602217257022858,
0.045521169900894165,
-0.03946889191865921,
-0.09490865468978882,
-0.06928622722625732,
-0.044875919818878174,
0.078885018825531,
0.03518645092844963,
-0.07839106768369675,
-0.01419905200600624,
0.04883594065904617,
0.07899722456932068,
0.1093415841460228,
0.03152437135577202,
0.003959332127124071,
-0.048893608152866364,
-0.06697128713130951,
-0.061204250901937485,
0.09399770200252533,
0.014381119050085545,
-0.059204667806625366,
-0.0002417909709038213,
0.0065718707628548145,
0.022161325439810753,
-0.04642465338110924,
0.026696138083934784,
-0.00981891993433237,
-0.0734136551618576,
-0.01952233351767063,
-0.018022354692220688,
0.01590557023882866,
-0.06588862836360931,
0.06099585071206093,
0.06898689270019531,
-0.061179500073194504,
0.08764727413654327,
-0.06119827926158905,
0.05050451308488846,
0.03342418372631073,
-0.0706532895565033,
-0.010835363529622555,
-0.06926437467336655,
-0.07009094208478928,
-0.06063259765505791,
0.05621427297592163,
0.03973698243498802,
-0.020203890278935432,
0.06603151559829712,
-0.011405148543417454,
0.08051368594169617,
-0.04018324613571167,
0.0019846796058118343,
0.03737405687570572,
0.05908465385437012,
-0.08824155479669571,
0.005703701637685299,
0.0030936729162931442,
-0.04911263659596443,
0.06562743335962296,
0.11947523057460785,
0.05331317335367203,
-0.04269786924123764,
-0.012969911098480225,
-0.02877718210220337,
-0.037871893495321274,
0.010101397521793842,
-0.03481260687112808,
0.09031800925731659,
-0.03079082816839218,
-0.07068740576505661,
-0.05868262052536011,
-0.03698999062180519,
-0.0035403852816671133,
-0.01974080130457878,
0.06471748650074005,
0.034780919551849365,
-0.00036536273546516895,
0.022519607096910477,
0.06314197182655334,
0.0007389523088932037,
0.032476432621479034,
0.050572238862514496,
0.11850511282682419,
-0.08026055246591568,
0.0027782851830124855,
-0.05922257527709007,
-0.04614061862230301,
-0.04383445158600807,
0.03658642619848251,
-0.01613575592637062,
0.0455845482647419,
0.0974627360701561,
0.03515761345624924,
0.03919648751616478,
-0.06357840448617935,
0.04791179299354553,
-0.00813774298876524,
0.03139929100871086,
-0.004839068744331598,
0.05266062170267105,
0.007686914410442114,
0.03281969949603081,
-0.03784114867448807,
-0.07385909557342529,
-0.061407629400491714,
0.06340405344963074,
0.05585864186286926,
-0.0349571667611599,
-0.016158362850546837,
-0.06895571202039719,
-0.012730703689157963,
-0.017294712364673615,
-0.04216007515788078,
0.005785963032394648,
0.04557604342699051,
-0.0321732759475708,
-0.05237628519535065,
-0.1001899391412735,
0.06832093000411987,
-0.055764488875865936,
0.04318636283278465,
-0.021024761721491814,
0.04423142597079277,
-0.06162833422422409,
0.03002055361866951,
0.07996803522109985,
0.039367761462926865,
-0.08462405204772949,
-0.006890843156725168,
-0.08052381128072739,
-0.0604747012257576,
-0.038790710270404816,
-0.036130502820014954,
-0.04445536062121391,
0.04700235277414322,
0.03980596736073494,
-0.022068822756409645,
0.023393064737319946,
0.017691299319267273,
-0.011864556930959225,
-0.06397616118192673,
-0.09237264841794968,
0.03370591625571251,
-0.03783062845468521,
0.07898470014333725,
0.08126447349786758,
0.02626793459057808,
0.014010295271873474,
-0.014911447651684284,
0.056413665413856506,
0.010404796339571476,
0.07758080959320068,
-0.021074235439300537,
-0.057470254600048065,
0.08779195696115494,
-0.037891045212745667,
0.04434240981936455,
0.07264711707830429,
-0.05995852127671242,
-0.06220100820064545,
0.04066191241145134,
-0.037754908204078674,
-0.05440356954932213,
-0.005471379030495882,
0.07895045727491379,
-0.04298035800457001,
0.04887839034199715,
0.02818026952445507,
-0.011426016688346863,
0.059466585516929626,
-0.11170424520969391,
-0.03314996883273125,
0.03249548003077507,
0.03245893493294716,
-0.0898207575082779,
-0.03836238384246826,
0.03588790073990822,
-0.04715864732861519,
-0.03211703151464462,
-0.06565624475479126,
-0.036650143563747406,
-0.04064738377928734,
-0.048906806856393814,
-0.04072553291916847,
0.03133922815322876,
0.07963834702968597,
-0.06147545948624611,
-0.040826987475156784,
-0.07146071642637253,
0.07424646615982056,
-0.06072349473834038,
0.054647017270326614,
-0.03642122074961662,
-0.03051184117794037,
0.038744159042835236,
0.014363923110067844,
0.019742434844374657,
0.03318916633725166,
-0.04392223060131073,
-0.02523108571767807,
-0.020802613347768784,
-0.06705160439014435,
0.06587433815002441,
0.06955923140048981,
0.038064904510974884,
-0.06985743343830109,
0.06463055312633514,
0.02148217149078846,
-0.025452453643083572,
0.08592435717582703,
0.08355437964200974,
0.03078777715563774,
0.04165336489677429,
-0.04720551520586014,
-0.04896780103445053,
-0.026843156665563583,
-0.07729396969079971,
-0.07623735070228577,
0.04021989181637764,
0.020274635404348373,
-0.021580765023827553,
-0.04712718352675438,
-0.0491173192858696,
0.011896009556949139,
0.09863343089818954,
-0.046431124210357666,
-0.06063152849674225,
0.09507834166288376,
-0.008973812684416771,
0.016724595800042152,
0.03710990026593208,
0.036076437681913376,
-0.0377839095890522,
0.024480674415826797,
0.04611070454120636,
0.008948374539613724,
-0.049659065902233124,
-0.02135666459798813,
-0.030924199149012566,
0.0005490548792295158,
-0.061076946556568146,
0.0734301209449768,
0.05131087079644203,
0.009017248637974262,
0.04096842557191849,
-0.06383675336837769,
0.033447083085775375,
-0.039368413388729095,
-0.0071573443710803986,
0.04719818755984306,
0.0687655434012413,
-0.06405337899923325,
0.04349008575081825,
0.02800043858587742,
-0.009762248024344444,
0.05182943120598793,
-0.0031874096021056175,
0.05357097461819649,
0.0404222272336483,
-0.044495511800050735,
-0.0008684268686920404,
0.054574958980083466,
0.054012708365917206,
-0.023519309237599373,
0.07388531416654587,
-0.10065683722496033,
-0.04888159781694412,
-0.002663561375811696,
-0.06867750734090805,
0.0011036712676286697,
-0.06837006658315659,
0.038528140634298325,
0.10923202335834503,
-0.07135089486837387,
-0.0035587288439273834,
0.01822071522474289,
0.028001276776194572,
0.042207349091768265,
-0.06847454607486725,
-0.06765273213386536,
0.06119775027036667,
-0.046540386974811554,
-0.05433601886034012,
-0.021625403314828873,
0.06581303477287292,
-0.07976403832435608,
-0.062384940683841705,
0.05828002095222473,
-0.012135745957493782,
-0.07889566570520401,
0.05773055925965309,
-0.026464208960533142,
-0.05608071759343147,
0.09921599179506302,
-0.023952225223183632,
-0.01945323497056961,
-0.00367696862667799,
0.10440748184919357,
-0.04798020049929619,
0.03941433131694794,
0.02734440378844738,
-0.06639779359102249,
0.05579088255763054,
-0.04804570600390434,
-0.06979352980852127,
0.07452399283647537,
0.051248468458652496,
-0.053635936230421066,
-0.02445589192211628,
0.07059414684772491,
0.05587385222315788,
0.026653079316020012,
0.07393377274274826,
-0.004354730248451233,
0.00023559857800137252,
0.021484218537807465,
-0.0051347375847399235,
0.04560708627104759,
0.06068079173564911,
-0.05474577099084854,
0.025635238736867905,
-0.06261282414197922,
-0.06591546535491943,
-0.03279581293463707,
0.02962084859609604,
-0.07380685210227966,
-0.042052607983350754,
0.022397711873054504,
0.030569331720471382,
0.0037825650069862604,
0.051750972867012024
] |
Chat GPT
Chat GPT
Sustainability
Sustainability
Voice & Sound
Voice & Sound
Front-End Development
Front-End Development
Data Protection & Security
Data Protection & Security
Responsible/ Ethical AI
Responsible/ Ethical AI
Infrastructure
Infrastructure
Hardware & sensors
Hardware & sensors
MLOps
MLOps
Generative AI
Generative AI
Natural language processing
Natural language processing
Computer vision
Computer vision
Accelerating businesses with AI technology & experts
Contact:
[email protected]
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About | scraping/output/2304708636802131724.txt | [
0.024548759683966637,
-0.01731351763010025,
-0.041277769953012466,
-0.01725248619914055,
0.04759041219949722,
-0.035804372280836105,
0.0684167817234993,
0.07906822115182877,
0.0683155432343483,
-0.03192787244915962,
0.043784745037555695,
0.033803969621658325,
0.02272072806954384,
-0.043779853731393814,
-0.026690037921071053,
0.05256166681647301,
0.03460836783051491,
-0.0449514277279377,
-0.02534789778292179,
-0.06693404912948608,
0.03425637260079384,
-0.014192378148436546,
-0.057098761200904846,
0.07765597850084305,
0.06255440413951874,
0.07166969776153564,
-0.08431873470544815,
-0.00899501796811819,
0.039501726627349854,
-0.03148352727293968,
-0.022478453814983368,
-0.05808953195810318,
0.06606843322515488,
-0.09429363906383514,
0.0430300347507,
-0.0031318506225943565,
-0.042746081948280334,
-0.013230147771537304,
0.06356842815876007,
-0.09684727340936661,
-0.023244371637701988,
0.037261996418237686,
-0.00034066481748595834,
0.060462046414613724,
0.028616026043891907,
0.03928911313414574,
-0.035787131637334824,
0.027085399255156517,
-0.01594402641057968,
-0.033136144280433655,
-0.06858992576599121,
0.04834020137786865,
0.03240363299846649,
0.029088390991091728,
0.06157518923282623,
-0.07598057389259338,
-0.07784754037857056,
-0.0701586902141571,
-0.05736442655324936,
0.038519732654094696,
0.061167195439338684,
-0.07453449815511703,
-0.016409682109951973,
0.040163569152355194,
0.10031554102897644,
0.09394597262144089,
0.013901615515351295,
0.03125038370490074,
-0.09094971418380737,
-0.07496390491724014,
-0.06163211911916733,
0.062220316380262375,
0.015368832275271416,
-0.06765974313020706,
-0.013893873430788517,
0.040716081857681274,
0.014537282288074493,
-0.052094124257564545,
0.019136834889650345,
-0.021558141335844994,
-0.06781618297100067,
-0.04296589642763138,
-0.05886208266019821,
0.026345202699303627,
-0.07186132669448853,
0.0627993494272232,
0.0720382109284401,
-0.043296270072460175,
0.07556800544261932,
-0.05547751486301422,
0.04339808598160744,
0.06530726701021194,
-0.05869651585817337,
-0.05614474043250084,
-0.03647267445921898,
-0.08279760181903839,
-0.025878341868519783,
0.059882357716560364,
0.060899004340171814,
-0.08299587666988373,
0.05095220357179642,
-0.044012438505887985,
0.06415241956710815,
-0.07748280465602875,
-0.04039257764816284,
0.0321945920586586,
0.039107341319322586,
-0.07809343934059143,
0.02844076417386532,
-0.05907575786113739,
-0.06462652236223221,
0.05484691634774208,
0.08170577138662338,
0.06247137114405632,
-0.06962265074253082,
-0.0152034442871809,
0.0002564896713010967,
-0.027811095118522644,
0.0003832796064671129,
-0.03984510898590088,
0.08933209627866745,
-0.04547616466879845,
-0.07661372423171997,
-0.06991894543170929,
-0.03867931291460991,
-0.032909806817770004,
-0.008646009489893913,
0.04959271848201752,
-0.00039755526813678443,
0.044080354273319244,
-0.003719066269695759,
0.025101440027356148,
0.019814522936940193,
0.08527161926031113,
0.08559417724609375,
0.0781228244304657,
-0.08750133216381073,
-0.01871545985341072,
-0.046241357922554016,
-0.049466922879219055,
-0.024424569681286812,
0.0461181178689003,
-0.01512142550200224,
0.03733951225876808,
0.05009324476122856,
0.015859359875321388,
0.09157838672399521,
-0.0588328018784523,
0.05519063025712967,
-0.007485697511583567,
0.09909216314554214,
-0.02334590069949627,
0.10750690847635269,
0.034004777669906616,
0.05033423379063606,
-0.0560590885579586,
-0.07222075015306473,
-0.05316296964883804,
0.029375258833169937,
0.06489195674657822,
-0.04702227562665939,
-0.057420045137405396,
-0.03482901304960251,
0.009320025332272053,
-0.0455927699804306,
-0.009303090162575245,
0.044120337814092636,
0.06561167538166046,
-0.06031728908419609,
-0.0682312622666359,
-0.07027287036180496,
0.04803301766514778,
-0.03326644003391266,
0.06958100944757462,
-0.03618292883038521,
0.03408682718873024,
-0.05600227043032646,
0.06266404688358307,
0.03780842572450638,
0.05409231409430504,
-0.06354354321956635,
-0.031238196417689323,
-0.08393833041191101,
-0.0610460601747036,
-0.06740681082010269,
-0.0769651010632515,
-0.025120960548520088,
0.0521698072552681,
0.010287897661328316,
-0.029960548505187035,
-0.0033413637429475784,
0.030218420550227165,
-0.04084685444831848,
-0.07373378425836563,
-0.039192430675029755,
0.045319173485040665,
-0.02152485027909279,
0.057410839945077896,
0.06046876683831215,
0.04338061809539795,
0.009757200255990028,
-0.004085802007466555,
0.023466667160391808,
0.05469902977347374,
0.07338131964206696,
-0.010834748856723309,
-0.017739038914442062,
0.05372762307524681,
-0.05002312362194061,
0.030075984075665474,
0.05914492532610893,
-0.057820964604616165,
-0.02750219777226448,
0.014776531606912613,
0.01976107992231846,
-0.022745495662093163,
0.04603580757975578,
0.08089623600244522,
-0.05144480988383293,
0.06260796636343002,
0.029073961079120636,
-0.012342027388513088,
0.07721088081598282,
-0.08230752497911453,
0.0014856039779260755,
0.03170949965715408,
0.07439915835857391,
-0.06836538016796112,
-0.051396068185567856,
0.035869523882865906,
-0.05767786130309105,
-0.03681674972176552,
-0.05519866943359375,
-0.07011978328227997,
-0.05518823862075806,
-0.05464925989508629,
-0.02972617745399475,
0.0504305362701416,
0.06148736923933029,
-0.04744759574532509,
-0.06385717540979385,
-0.059932004660367966,
0.03109058178961277,
-0.05001689866185188,
0.06133556738495827,
-0.055229552090168,
-0.00202839239500463,
0.04201055318117142,
0.0060877492651343346,
0.020188789814710617,
0.04797345772385597,
-0.024528006091713905,
-0.005743544083088636,
0.00011534209625096992,
-0.0446174256503582,
0.06952148675918579,
0.037303801625967026,
0.06295780837535858,
-0.0713946670293808,
0.055248066782951355,
0.05085590109229088,
-0.02481202781200409,
0.08256182074546814,
0.042556509375572205,
0.03407828137278557,
0.02969777211546898,
-0.0301559716463089,
-0.03268410637974739,
-0.058599065989255905,
-0.05104421451687813,
-0.07493478059768677,
0.057849302887916565,
0.011940723285079002,
-0.05104995518922806,
-0.0469679981470108,
-0.05233674868941307,
0.017656590789556503,
0.05611109733581543,
-0.04071292281150818,
-0.014356616884469986,
0.07635573297739029,
0.002007814822718501,
0.05547599866986275,
0.04644276946783066,
0.01833164133131504,
-0.046354055404663086,
-0.017164571210741997,
0.05632629618048668,
-0.03164314851164818,
-0.04727039113640785,
-0.037844497710466385,
-0.07282322645187378,
0.032397374510765076,
-0.017678437754511833,
0.09317294508218765,
0.05512244999408722,
0.015568286180496216,
0.05931330472230911,
-0.05670420080423355,
0.031341150403022766,
0.0012847001198679209,
-0.03212819620966911,
0.054680660367012024,
0.05546516180038452,
-0.031004903838038445,
0.022359872236847878,
-0.001034664106555283,
0.02629685215651989,
0.02233956940472126,
0.0282107163220644,
0.03995298221707344,
0.037402912974357605,
-0.03512910380959511,
-0.0196737889200449,
0.03696523979306221,
0.07902146875858307,
-0.029784927144646645,
0.02923077531158924,
-0.09284592419862747,
-0.05969029292464256,
-0.041748300194740295,
-0.07178014516830444,
0.024838170036673546,
-0.100723497569561,
0.033625099807977676,
0.07632068544626236,
-0.08564713597297668,
-0.019579781219363213,
0.05582151934504509,
0.01383227575570345,
0.010379179380834103,
-0.037345822900533676,
-0.036661818623542786,
0.053983692079782486,
-0.02550540119409561,
-0.03006499819457531,
-0.022272489964962006,
0.06795056164264679,
-0.07999168336391449,
-0.05648232623934746,
0.0348922424018383,
0.006423659157007933,
-0.07995359599590302,
0.021647542715072632,
-0.025932766497135162,
-0.03935743123292923,
0.08164305984973907,
-0.02563011460006237,
-0.02611979842185974,
0.021155506372451782,
0.08663614094257355,
-0.06735514104366302,
0.010173575952649117,
0.05225560814142227,
-0.07443414628505707,
0.06714596599340439,
-0.05846603587269783,
-0.05382151901721954,
0.08802662789821625,
0.06456205248832703,
-0.04438943415880203,
-0.04610903188586235,
0.01711881160736084,
0.016354145482182503,
0.01635916344821453,
0.06416522711515427,
-0.03551683947443962,
0.004251995123922825,
0.027961598709225655,
-0.020080052316188812,
0.07929036021232605,
0.05769805610179901,
-0.034975916147232056,
0.02195768803358078,
-0.051015786826610565,
-0.05712809041142464,
-0.042007967829704285,
0.000268212694209069,
-0.0398145392537117,
-0.03408680111169815,
0.04605576768517494,
0.052824683487415314,
0.010555566288530827,
0.07938535511493683
] |
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/2304708636802131724.txt | [
0.014448083937168121,
-0.03714653477072716,
-0.03729049116373062,
-0.048564814031124115,
0.05126096308231354,
-0.05822543427348137,
0.07115602493286133,
0.08425291627645493,
0.055118318647146225,
-0.03630904108285904,
0.05340572074055672,
0.055480729788541794,
0.0485227070748806,
-0.01676868088543415,
-0.03711947798728943,
0.050349168479442596,
0.031305938959121704,
-0.045605361461639404,
-0.05648689717054367,
-0.04994407296180725,
0.012169133871793747,
0.008765033446252346,
-0.06898183375597,
0.04463770613074303,
0.06100771948695183,
0.04664655402302742,
-0.03307315334677696,
0.013521762564778328,
0.04680264741182327,
-0.047341883182525635,
-0.04507732018828392,
-0.04562857374548912,
0.0664624273777008,
-0.08666100353002548,
0.05311068147420883,
0.026462912559509277,
-0.046237993985414505,
-0.032623279839754105,
0.0489763505756855,
-0.07721370458602905,
-0.0004959675134159625,
0.0025725848972797394,
0.018138892948627472,
0.06527259945869446,
0.00865056924521923,
0.05803541839122772,
-0.030293406918644905,
0.04472788795828819,
-0.03262145817279816,
-0.012306801974773407,
-0.04782283306121826,
0.04132210090756416,
-0.008942127227783203,
0.05019167810678482,
0.044993843883275986,
-0.05736778676509857,
-0.07874488830566406,
-0.06392008811235428,
-0.06407557427883148,
0.04376007989048958,
0.0604298934340477,
-0.06519610434770584,
0.025859957560896873,
0.05280914530158043,
0.08694811165332794,
0.06973633170127869,
0.028668124228715897,
0.03889792785048485,
-0.09144763648509979,
-0.05643220618367195,
-0.07500886917114258,
0.07844699174165726,
0.004954012110829353,
-0.05756537243723869,
-0.014273864217102528,
0.03426394611597061,
0.04326565936207771,
-0.047684457153081894,
0.03517897054553032,
-0.04119690880179405,
-0.058931298553943634,
-0.040525540709495544,
-0.04340635612607002,
0.036270417273044586,
-0.06257109344005585,
0.046602312475442886,
0.03990587592124939,
-0.056855130940675735,
0.05629805475473404,
-0.052503809332847595,
0.058848075568675995,
0.07020943611860275,
-0.08601701259613037,
-0.06734482198953629,
-0.055844519287347794,
-0.06389547884464264,
-0.03312043473124504,
0.05913493037223816,
0.04047686234116554,
-0.04054245725274086,
0.06738216429948807,
-0.0821017175912857,
0.05133447051048279,
-0.055134572088718414,
-0.04711697995662689,
0.0536772646009922,
0.026735594496130943,
-0.06315529346466064,
0.05576783046126366,
-0.06829957664012909,
-0.06180925294756889,
0.05669386684894562,
0.08326545357704163,
0.08191335946321487,
-0.0729479119181633,
-0.03851143270730972,
-0.0018934779800474644,
-0.07267692685127258,
0.016734687611460686,
-0.025802699849009514,
0.07859871536493301,
-0.043584514409303665,
-0.06357782334089279,
-0.0720834955573082,
-0.051942888647317886,
-0.03960544243454933,
0.010415373370051384,
0.05304024741053581,
-0.010009645484387875,
0.02416910231113434,
0.03502185270190239,
0.058485016226768494,
0.03571104630827904,
0.07935202866792679,
0.06336832791566849,
0.09308839589357376,
-0.07020600885152817,
-0.011606954038143158,
-0.03402995318174362,
-0.03039831854403019,
-0.02272135391831398,
0.04972289130091667,
-0.04277102276682854,
0.05538799241185188,
0.06694139540195465,
0.017270509153604507,
0.1140989288687706,
-0.0401611328125,
0.05788981914520264,
0.006993633229285479,
0.08731314539909363,
-0.030140845105051994,
0.09297448396682739,
0.05087580159306526,
0.053879380226135254,
-0.07074401527643204,
-0.05135469511151314,
-0.020473537966609,
0.03623029217123985,
0.04735451564192772,
-0.056653477251529694,
-0.0370507687330246,
-0.059045594185590744,
-0.02739528939127922,
-0.04782683029770851,
-0.03569486737251282,
0.02197742834687233,
0.07557669281959534,
-0.05955713987350464,
-0.055939920246601105,
-0.03446287289261818,
0.052228767424821854,
-0.031019657850265503,
0.08695871382951736,
-0.017424361780285835,
0.03870011121034622,
-0.07282984256744385,
0.054412513971328735,
0.05785924941301346,
0.039013996720314026,
-0.034900832921266556,
-0.05411525443196297,
-0.06979747116565704,
-0.04164829105138779,
-0.07285357266664505,
-0.06477225571870804,
-0.051451168954372406,
0.023308731615543365,
0.05127090960741043,
-0.04463360086083412,
-0.00913690309971571,
0.039358753710985184,
-0.06021721288561821,
-0.06387519836425781,
-0.03692355379462242,
0.025517066940665245,
-0.024440454319119453,
0.07557573169469833,
0.06409616768360138,
0.038366977125406265,
-0.012271723710000515,
-0.013927146792411804,
0.0676238164305687,
0.05205734074115753,
0.048225097358226776,
-0.023169854655861855,
-0.021357446908950806,
0.04798701032996178,
-0.07304023206233978,
0.05647975206375122,
0.06102168932557106,
-0.037954073399305344,
-0.04448975250124931,
0.04974324256181717,
-0.007129099685698748,
-0.022892199456691742,
0.0404776968061924,
0.0955713614821434,
-0.04512133076786995,
0.04418569058179855,
0.029410796239972115,
-0.02063739486038685,
0.028482910245656967,
-0.09615073353052139,
-0.013590969145298004,
0.03142787516117096,
0.0459098294377327,
-0.06866228580474854,
-0.02818126231431961,
0.054159633815288544,
-0.0293892789632082,
-0.04445565864443779,
-0.08221455663442612,
-0.07940872013568878,
-0.054427433758974075,
-0.06655154377222061,
-0.037652503699064255,
0.05308480188250542,
0.07425452023744583,
-0.045091405510902405,
-0.06542424857616425,
-0.06391550600528717,
0.038574349135160446,
-0.047485340386629105,
0.033659450709819794,
-0.0353115014731884,
-0.03133021295070648,
0.008794648572802544,
-0.026767289265990257,
0.024719050154089928,
0.009932037442922592,
-0.04870181530714035,
-0.025409050285816193,
-0.03557708114385605,
-0.06425657868385315,
0.04756553843617439,
0.02994588017463684,
0.060692980885505676,
-0.06925208866596222,
0.033773019909858704,
0.009009672328829765,
-0.029230495914816856,
0.09266455471515656,
0.034684114158153534,
0.05065932124853134,
0.020373575389385223,
-0.04091385379433632,
-0.05415835604071617,
-0.036187995225191116,
-0.05179664492607117,
-0.05150241777300835,
0.07200811803340912,
0.030573774129152298,
-0.04978843033313751,
-0.05171055719256401,
-0.027080079540610313,
0.004351051524281502,
0.07324416190385818,
-0.058684252202510834,
-0.05806422978639603,
0.06465651839971542,
0.012657159008085728,
0.06309227645397186,
0.07052517682313919,
0.04641382768750191,
-0.021014072000980377,
-0.003986333962529898,
0.05728457495570183,
-0.054661303758621216,
-0.05940127745270729,
-0.013578223064541817,
-0.03464566171169281,
0.03547467663884163,
-0.02544569782912731,
0.06916002929210663,
0.03441053628921509,
-0.007790706120431423,
0.07223045080900192,
-0.03443479910492897,
0.056452784687280655,
-0.04393835365772247,
-0.021581394597887993,
0.05432438477873802,
0.06697245687246323,
-0.05559321120381355,
0.037341728806495667,
0.0005227308138273656,
0.007748006843030453,
0.03393203020095825,
0.028154630213975906,
0.05098484084010124,
0.05685098469257355,
-0.05690104886889458,
-0.026647157967090607,
0.035713080316782,
0.06914053112268448,
-0.0069611817598342896,
0.06481882929801941,
-0.11067018657922745,
-0.04010353609919548,
-0.025790104642510414,
-0.023364802822470665,
0.0029950179159641266,
-0.09358124434947968,
0.06134352833032608,
0.07064172625541687,
-0.07407275587320328,
-0.025134138762950897,
0.030964285135269165,
0.013400290161371231,
-0.006092168856412172,
-0.061742402613162994,
-0.050291888415813446,
0.05275306478142738,
-0.06545650213956833,
-0.04474505037069321,
-0.014462314546108246,
0.03469126299023628,
-0.07528645545244217,
-0.06987835466861725,
0.03084729239344597,
0.021380750462412834,
-0.058400217443704605,
0.017793241888284683,
-0.031152211129665375,
-0.05355142802000046,
0.06876496225595474,
-0.01525179948657751,
-0.03590638190507889,
0.030785899609327316,
0.0994352251291275,
-0.0884299948811531,
0.029840456321835518,
0.040252670645713806,
-0.07388727366924286,
0.0498185008764267,
-0.04262771084904671,
-0.025898149237036705,
0.09522871673107147,
0.08364659547805786,
-0.055766113102436066,
-0.048132963478565216,
0.039813458919525146,
0.03119298256933689,
0.02413167804479599,
0.062217094004154205,
-0.01896386593580246,
-0.002100559649989009,
0.017992496490478516,
-0.02137773670256138,
0.07525195926427841,
0.08448031544685364,
-0.03163471072912216,
-0.002575457328930497,
-0.018454011529684067,
-0.0356956385076046,
-0.05716743692755699,
0.008097255602478981,
-0.04000377282500267,
-0.04504992812871933,
0.04741459712386131,
0.03797583654522896,
0.013725783675909042,
0.03733454644680023
] |
# This website uses cookies to ensure you get the best experience on our
website.
ML6 and selected partners use cookies and similar technologies to ensure you
get the best experience on this website. If you consent to it, we will use
cookies for analytics and marketing purposes.
See our Cookie Policy to read more about the cookies we set.
You can withdraw and manage your consent at any time, by clicking "Manage
cookies" at the bottom of each website page.
Accept all cookies Disable non-necessary cookies Cookie preferences
# Select which cookies you accept
On this site, we always set cookies that are strictly necessary, meaning they
are necessary for the site to function properly. | scraping/output/-5576522641546504031.txt | [
0.050765085965394974,
-0.02652047388255596,
-0.07669761776924133,
-0.05139048397541046,
0.04077308252453804,
-0.04294276982545853,
0.03863683342933655,
0.08199159801006317,
0.04519079253077507,
-0.00455730315297842,
0.0380835235118866,
0.04152956232428551,
0.04363517463207245,
-0.05866692587733269,
-0.029683595523238182,
0.06707131117582321,
0.047832489013671875,
-0.03285130485892296,
-0.03902643546462059,
-0.07736941426992416,
0.01889624260365963,
-0.01976616680622101,
-0.05543377995491028,
0.03482246771454811,
0.08167672157287598,
0.05135815218091011,
-0.009077289141714573,
0.008829591795802116,
0.03404588997364044,
-0.04028366878628731,
-0.0292899701744318,
-0.0682944506406784,
0.0715675875544548,
-0.07683371752500534,
0.03888493403792381,
0.022962704300880432,
-0.04472845047712326,
-0.05239475145936012,
0.04734320193529129,
-0.04413631558418274,
-0.009800366126000881,
0.02799208275973797,
0.040205273777246475,
0.052502479404211044,
0.03213600814342499,
0.07565449923276901,
-0.03953235596418381,
0.0689612627029419,
-0.008353251032531261,
-0.03978205472230911,
-0.06519807130098343,
0.05451882630586624,
0.0012593651190400124,
0.07055455446243286,
0.05284646525979042,
-0.05214787647128105,
-0.08356618881225586,
-0.07480663061141968,
-0.037855323404073715,
0.027569420635700226,
0.07117574661970139,
-0.06418228149414062,
0.0179453045129776,
0.03457565978169441,
0.05885804817080498,
0.10524845868349075,
0.01416695211082697,
0.04686908423900604,
-0.07992281019687653,
-0.06550992280244827,
-0.06572776287794113,
0.06109517440199852,
0.007533222436904907,
-0.05229264870285988,
-0.0072177438996732235,
0.02384350821375847,
0.010514745488762856,
-0.07451000064611435,
0.02612576074898243,
-0.04373278468847275,
-0.06884204596281052,
-0.01638561673462391,
-0.06928737461566925,
0.007058416958898306,
-0.08116419613361359,
0.08954467624425888,
0.06971326470375061,
-0.05921165645122528,
0.060841385275125504,
-0.03917503356933594,
0.035499896854162216,
0.0514230839908123,
-0.05970783904194832,
-0.05073651671409607,
-0.0631326287984848,
-0.07301648706197739,
-0.01974334754049778,
0.05499974265694618,
0.013255470432341099,
-0.05687662214040756,
0.03950484097003937,
-0.0740397572517395,
0.0679863765835762,
-0.0671389177441597,
-0.034639645367860794,
0.021875008940696716,
0.04874560236930847,
-0.06458691507577896,
0.07845044136047363,
-0.06527616083621979,
-0.07005322724580765,
0.041864026337862015,
0.07967042922973633,
0.057927023619413376,
-0.05506356805562973,
-0.020666856318712234,
-0.002569204429164529,
-0.024969546124339104,
0.04787223041057587,
-0.02476692758500576,
0.10355241596698761,
-0.04685881733894348,
-0.08925784379243851,
-0.0763944759964943,
-0.024754106998443604,
-0.031097330152988434,
-0.0032746822107583284,
0.022704510018229485,
0.009614171460270882,
0.02288099005818367,
0.0333402194082737,
0.032155152410268784,
0.021385619416832924,
0.07697387039661407,
0.05460628122091293,
0.061057522892951965,
-0.06337139755487442,
-0.029750917106866837,
-0.0497104674577713,
-0.02954590693116188,
-0.027264036238193512,
0.0661466121673584,
-0.024074342101812363,
0.071041539311409,
0.06546740233898163,
0.02533840574324131,
0.11664021760225296,
-0.044690392911434174,
0.07375063747167587,
0.0006618012557737529,
0.06820204854011536,
-0.015117602422833443,
0.07301796227693558,
0.047128256410360336,
0.06413064152002335,
-0.06712255626916885,
-0.06968080252408981,
-0.04783032089471817,
0.005076369270682335,
0.07521039247512817,
-0.07283183932304382,
-0.08278047293424606,
-0.03979566693305969,
-0.01407577097415924,
-0.05434904992580414,
-0.03042578510940075,
0.058573316782712936,
0.04076838120818138,
-0.04643973335623741,
-0.0680030882358551,
-0.07544814795255661,
0.03605549782514572,
-0.045006513595581055,
0.0679829865694046,
-0.019690323621034622,
0.05377499386668205,
-0.06126105412840843,
0.07110142707824707,
0.06350154429674149,
0.06693354994058609,
-0.07165706902742386,
-0.028521280735731125,
-0.07271960377693176,
-0.06245584785938263,
-0.056082841008901596,
-0.041529614478349686,
-0.04740032181143761,
0.040492646396160126,
0.029582925140857697,
-0.0460321344435215,
-0.0189411211758852,
0.03457742556929588,
-0.04029456526041031,
-0.059633519500494,
-0.03185325115919113,
0.04756659269332886,
-0.048415739089250565,
0.07699107378721237,
0.04757558926939964,
0.031465619802474976,
-0.009405659511685371,
-0.03583957254886627,
0.04933279752731323,
0.04483092203736305,
0.08123926818370819,
0.018084706738591194,
-0.04784863442182541,
0.06539063900709152,
-0.05255748704075813,
0.049118589609861374,
0.05597510561347008,
-0.0632733404636383,
-0.07113201171159744,
0.036371730268001556,
-0.011529013514518738,
-0.00637350557371974,
0.02567909099161625,
0.062018174678087234,
-0.05175028741359711,
0.0360976867377758,
0.04250209033489227,
-0.04569075629115105,
0.03789447993040085,
-0.0580788291990757,
0.009020966477692127,
0.034514982253313065,
0.04251740127801895,
-0.06638520210981369,
-0.0486137680709362,
0.04374491423368454,
-0.028780141845345497,
-0.05715375021100044,
-0.09122002124786377,
-0.0618167519569397,
-0.03232554718852043,
-0.05115552619099617,
-0.009367240592837334,
0.016559042036533356,
0.07002799212932587,
-0.039679285138845444,
-0.07239437848329544,
-0.03559607267379761,
0.04041208699345589,
-0.05378890037536621,
0.02061975747346878,
-0.036846332252025604,
-0.02796253375709057,
0.011837291531264782,
-0.024782096967101097,
0.04323146864771843,
0.04011164978146553,
-0.03245672583580017,
-0.028428245335817337,
-0.03325972333550453,
-0.039954036474227905,
0.04712630435824394,
0.03247315436601639,
0.04195120558142662,
-0.06203330308198929,
0.029813436791300774,
0.0441555492579937,
-0.018649278208613396,
0.0880110040307045,
0.0706130862236023,
0.0589778833091259,
0.0344872772693634,
-0.03194637969136238,
-0.03798193112015724,
-0.044558413326740265,
-0.0480169877409935,
-0.06668556481599808,
0.07812488079071045,
-0.004866673611104488,
-0.04552903771400452,
-0.060176458209753036,
-0.034683868288993835,
-0.02459186501801014,
0.059414010494947433,
-0.050520800054073334,
-0.05349470674991608,
0.060838665813207626,
0.047339558601379395,
0.06725834310054779,
0.07598243653774261,
0.03112722560763359,
0.011398165486752987,
-0.04029485955834389,
0.082823246717453,
-0.03285429999232292,
-0.07094790041446686,
-0.04266873747110367,
-0.0636381134390831,
0.03992544487118721,
-0.02415250800549984,
0.06279624998569489,
0.03738265857100487,
0.02204086072742939,
0.08542569726705551,
-0.03002592734992504,
0.05407213792204857,
-0.009837187826633453,
-0.02910107932984829,
0.04307865351438522,
0.04708176851272583,
-0.02249486744403839,
0.012307459488511086,
-0.002508699893951416,
0.05685294792056084,
0.026994073763489723,
0.026727724820375443,
0.03964017704129219,
0.06767609715461731,
-0.06356014311313629,
-0.03131379559636116,
0.05549398064613342,
0.07284582406282425,
-0.03142188489437103,
0.06366217881441116,
-0.07221705466508865,
-0.050360798835754395,
-0.0258173905313015,
-0.04602976515889168,
0.0041378275491297245,
-0.0840771496295929,
0.02384358085691929,
0.05956662818789482,
-0.06331756711006165,
-0.037053924053907394,
0.0419037789106369,
-0.022637078538537025,
0.008799159899353981,
-0.06624393910169601,
-0.03798143193125725,
0.07124707847833633,
-0.04377536475658417,
-0.01693696528673172,
-0.005576223600655794,
0.07783402502536774,
-0.08217693120241165,
-0.05946920067071915,
0.016302933916449547,
0.00730773014947772,
-0.06696652621030807,
0.034469544887542725,
-0.030471274629235268,
-0.02999962866306305,
0.07455205172300339,
-0.021137014031410217,
-0.05227448418736458,
0.008346578106284142,
0.07624398916959763,
-0.08814801275730133,
0.014130479656159878,
0.059081532061100006,
-0.08670808374881744,
0.052188411355018616,
-0.01489614974707365,
-0.04981023818254471,
0.061134595423936844,
0.023571453988552094,
-0.07008956372737885,
-0.05527251213788986,
0.044089872390031815,
0.023977005854249,
0.03670060262084007,
0.07585936039686203,
-0.020502695813775063,
-0.010509620420634747,
0.037339355796575546,
-0.05422065407037735,
0.0758795514702797,
0.07034566253423691,
-0.024683155119419098,
0.03113706223666668,
-0.04728256165981293,
-0.04761701449751854,
-0.051932647824287415,
0.021855711936950684,
-0.03409784659743309,
-0.06900691241025925,
0.02579645812511444,
0.051453497260808945,
-0.002578102983534336,
0.0535631999373436
] |
# Select which cookies you accept
On this site, we always set cookies that are strictly necessary, meaning they
are necessary for the site to function properly.
If you consent to it, we will also set other types of cookies. You can provide
or withdraw your consent to the different types of cookies using the toggles
below. You can change or withdraw your consent at any time, by clicking the
link “Manage Cookies”, which is always available at the bottom of the site.
To learn more about what the different types of cookies do, how your data is
used when they are set etc, see our Cookie Policy.
Strictly necessary
These cookies are necessary to make the site work properly, and are always set
when you visit the site.
Vendors Teamtailor
Analytics
These cookies collect information to help us understand how the site is being
used.
Vendors Teamtailor
Marketing | scraping/output/-5576522641546504031.txt | [
0.02128833718597889,
-0.042103759944438934,
-0.06820880621671677,
-0.05170783773064613,
0.020657513290643692,
-0.04634483903646469,
0.027634751051664352,
0.0748256966471672,
0.04341092333197594,
-0.022139515727758408,
0.034897252917289734,
0.04531552642583847,
0.035655487328767776,
-0.053667835891246796,
-0.03358057513833046,
0.044640619307756424,
0.035877060145139694,
-0.03872179239988327,
-0.041736017912626266,
-0.06752608716487885,
0.02104954421520233,
-0.010539441369473934,
-0.060900986194610596,
0.049190789461135864,
0.06764917820692062,
0.05383513867855072,
-0.028435681015253067,
0.010970779694616795,
0.032422251999378204,
-0.06553354859352112,
-0.04009873420000076,
-0.043494246900081635,
0.0675247386097908,
-0.09200673550367355,
0.01048669870942831,
0.024349873885512352,
-0.0526265949010849,
-0.05871278792619705,
0.05685945227742195,
-0.04759754240512848,
-0.009441251866519451,
0.054592315107584,
0.02911272831261158,
0.06094568595290184,
0.04090779647231102,
0.07317103445529938,
-0.023739898577332497,
0.050434213131666183,
-0.009398886002600193,
-0.03342703357338905,
-0.0470329225063324,
0.06523820012807846,
-0.007569579873234034,
0.04014154151082039,
0.07674333453178406,
-0.056966591626405716,
-0.07744443416595459,
-0.07398071140050888,
-0.033671192824840546,
0.05953381583094597,
0.07638244330883026,
-0.08188990503549576,
0.02503673918545246,
0.03540891781449318,
0.06188191473484039,
0.07687802612781525,
0.02224561758339405,
0.03849149867892265,
-0.07290907204151154,
-0.05110115185379982,
-0.08753722906112671,
0.08064424991607666,
0.00640012277290225,
-0.04387995973229408,
0.009563515894114971,
0.0292772576212883,
0.012674479745328426,
-0.09350145608186722,
0.033529847860336304,
-0.047751691192388535,
-0.06009024381637573,
-0.015760434791445732,
-0.06546259671449661,
0.016707953065633774,
-0.07136203348636627,
0.061289843171834946,
0.06951021403074265,
-0.08065215498209,
0.04679538682103157,
-0.048738736659288406,
0.03369121253490448,
0.04337646812200546,
-0.06092321127653122,
-0.06239594891667366,
-0.05640079453587532,
-0.0712718814611435,
-0.02417166903614998,
0.04738890752196312,
0.0037666724529117346,
-0.0421898290514946,
0.053787436336278915,
-0.05635824427008629,
0.04958067834377289,
-0.060498807579278946,
-0.02308182790875435,
0.027971813455224037,
0.026883065700531006,
-0.05773308873176575,
0.049911241978406906,
-0.04998762533068657,
-0.07049622386693954,
0.0409773513674736,
0.08409056812524796,
0.06158430129289627,
-0.05717693641781807,
-0.027764609083533287,
0.010053673759102821,
-0.0511319562792778,
0.02394169755280018,
-0.028936289250850677,
0.09535102546215057,
-0.03617554157972336,
-0.06948065757751465,
-0.07128062844276428,
-0.027459466829895973,
-0.02191227115690708,
-0.005791866686195135,
0.027723222970962524,
0.016094261780381203,
0.03241723030805588,
0.03958307206630707,
0.05783293396234512,
0.03569693863391876,
0.09316354990005493,
0.04739825800061226,
0.06793944537639618,
-0.092375248670578,
-0.016490912064909935,
-0.02519163303077221,
-0.03296784311532974,
-0.038256093859672546,
0.06926960498094559,
-0.016609128564596176,
0.09087218344211578,
0.07452939450740814,
0.02481471747159958,
0.10850700736045837,
-0.025455955415964127,
0.07262556254863739,
0.017938656732439995,
0.07623294740915298,
-0.005504594184458256,
0.05332861840724945,
0.044269710779190063,
0.06533102691173553,
-0.06883089989423752,
-0.07792676240205765,
-0.02893202193081379,
0.01822696067392826,
0.04963662102818489,
-0.05952313914895058,
-0.07859393954277039,
-0.04648713767528534,
-0.008217332884669304,
-0.06772354990243912,
-0.035974666476249695,
0.040508389472961426,
0.04576557129621506,
-0.062165532261133194,
-0.05155450478196144,
-0.05431069806218147,
0.02473696880042553,
-0.03996511548757553,
0.05402226001024246,
-0.008788568899035454,
0.055181462317705154,
-0.07557762414216995,
0.04168130084872246,
0.06341435015201569,
0.04104158282279968,
-0.05786694213747978,
-0.04300757125020027,
-0.0744357705116272,
-0.06346744298934937,
-0.054553017020225525,
-0.044904060661792755,
-0.07219352573156357,
0.03115439973771572,
0.02870212122797966,
-0.041929055005311966,
-0.0002702475758269429,
0.04297126829624176,
-0.025392048060894012,
-0.061111561954021454,
-0.06189870461821556,
0.04568716883659363,
-0.048968710005283356,
0.08737435191869736,
0.019937967881560326,
0.043587055057287216,
-0.01313064619898796,
-0.03479693457484245,
0.06027977913618088,
0.0237116701900959,
0.08090526610612869,
0.018509279936552048,
-0.04864365980029106,
0.06642366945743561,
-0.052190255373716354,
0.05214408412575722,
0.06798901408910751,
-0.07265976816415787,
-0.06320306658744812,
0.0594816654920578,
-0.01228727214038372,
0.00641508586704731,
0.03885360062122345,
0.05932539328932762,
-0.05057074502110481,
0.04145714268088341,
0.05856899917125702,
-0.028605762869119644,
0.029142877086997032,
-0.0607592798769474,
-0.00894989538937807,
0.04833522066473961,
0.0385986790060997,
-0.05745571479201317,
-0.04540421441197395,
0.052948664873838425,
-0.021744152531027794,
-0.033938076347112656,
-0.09923124313354492,
-0.07138794660568237,
-0.03235305845737457,
-0.03398561477661133,
-0.009548947215080261,
0.02305278368294239,
0.07378913462162018,
-0.032484494149684906,
-0.07053250074386597,
-0.03406171873211861,
0.013881266117095947,
-0.05638740584254265,
0.020937448367476463,
-0.0302865132689476,
-0.010052653029561043,
0.019024327397346497,
-0.026088226586580276,
0.026091162115335464,
0.046438928693532944,
-0.039062388241291046,
-0.03622935339808464,
-0.0432058647274971,
-0.04153764992952347,
0.02845175191760063,
0.0397488996386528,
0.049566395580768585,
-0.06894465535879135,
0.04424050450325012,
0.035248853266239166,
-0.020249029621481895,
0.10224834829568863,
0.06945062428712845,
0.08013010025024414,
0.03948979452252388,
0.004001507069915533,
-0.04142669960856438,
-0.0401139073073864,
-0.08911650627851486,
-0.06857223808765411,
0.06552138179540634,
0.001806626794859767,
-0.05696599557995796,
-0.07007234543561935,
-0.024614350870251656,
-0.006038776133209467,
0.056962043046951294,
-0.03211871534585953,
-0.06694823503494263,
0.05945579707622528,
0.04106445237994194,
0.052908968180418015,
0.09342605620622635,
0.045296959578990936,
-0.00208661868236959,
-0.017220865935087204,
0.08675672113895416,
-0.03354085236787796,
-0.05211975798010826,
-0.03744044899940491,
-0.05027792975306511,
0.04293995350599289,
-0.029969418421387672,
0.07275071740150452,
0.04821387678384781,
0.021211791783571243,
0.06834379583597183,
-0.02065531350672245,
0.05658148229122162,
-0.02884264849126339,
-0.03391485661268234,
0.03474186733365059,
0.041773710399866104,
-0.027445631101727486,
-0.015749383717775345,
-0.009797143749892712,
0.055041227489709854,
0.018757395446300507,
0.03103117272257805,
0.033829689025878906,
0.07466306537389755,
-0.05811372026801109,
-0.04023563489317894,
0.05918179079890251,
0.07798141986131668,
-0.024866363033652306,
0.08686850965023041,
-0.06241314485669136,
-0.059944529086351395,
-0.0065199388191103935,
-0.03510010242462158,
0.009940249845385551,
-0.06365318596363068,
0.04964740201830864,
0.07103122770786285,
-0.06600233167409897,
-0.04480468109250069,
0.02930922992527485,
-0.021127065643668175,
0.022245043888688087,
-0.07010059803724289,
-0.036175452172756195,
0.060269854962825775,
-0.04464326798915863,
-0.020467426627874374,
0.008258025161921978,
0.06973318010568619,
-0.07406666874885559,
-0.03485774248838425,
0.004907998256385326,
-0.0014126545283943415,
-0.05978170782327652,
0.05140532925724983,
-0.013813307508826256,
-0.052151646465063095,
0.08921459317207336,
-0.03518505394458771,
-0.06809554994106293,
0.019509784877300262,
0.07663250714540482,
-0.07248693704605103,
0.029062971472740173,
0.05636802688241005,
-0.09208846837282181,
0.05423928424715996,
-0.030904684215784073,
-0.07097819447517395,
0.07006768137216568,
0.010280442424118519,
-0.07276022434234619,
-0.03922942653298378,
0.050699666142463684,
0.034224990755319595,
0.044018395245075226,
0.07191689312458038,
-0.03267614543437958,
-0.012202595360577106,
0.023622356355190277,
-0.05164175480604172,
0.07657269388437271,
0.0570489801466465,
-0.027074091136455536,
0.024001022800803185,
-0.05997161939740181,
-0.06526297330856323,
-0.06646379828453064,
0.009154362604022026,
-0.04257600009441376,
-0.06682895123958588,
0.02498246356844902,
0.07465135306119919,
0.013068866916000843,
0.037342727184295654
] |
Vendors Teamtailor
Analytics
These cookies collect information to help us understand how the site is being
used.
Vendors Teamtailor
Marketing
These cookies are used to make advertising messages more relevant to you. In
some cases, they also deliver additional functions on the site.
Vendors Youtube, Google
Accept these cookies Decline non-necessary cookies
* Join us 🕵️♀️
Employee Log in Candidate Log in to Connect Homepage ml6.eu
# Privacy Policy
### Privacy policy for recruitment using Teamtailor | scraping/output/-5576522641546504031.txt | [
0.025421028956770897,
-0.03142106160521507,
-0.05445546656847,
-0.046052031219005585,
0.04563083499670029,
-0.042418282479047775,
0.023353461176156998,
0.07307425141334534,
0.036190006881952286,
0.01573839783668518,
0.026141421869397163,
0.036429423838853836,
0.045477546751499176,
-0.02646910399198532,
-0.024546949192881584,
0.06495676189661026,
0.0406317412853241,
-0.06046605855226517,
-0.054944004863500595,
-0.0626225471496582,
0.013980024494230747,
-0.01608199067413807,
-0.05500630661845207,
0.047873541712760925,
0.0712043046951294,
0.048837725073099136,
-0.015651334077119827,
0.0050043766386806965,
0.03491072356700897,
-0.04436112567782402,
-0.02523273043334484,
-0.054387714713811874,
0.04750199615955353,
-0.08863481879234314,
0.030942402780056,
0.010741837322711945,
-0.04192981496453285,
-0.04998622462153435,
0.05012840777635574,
-0.03198503330349922,
0.011962934397161007,
0.05955755338072777,
0.0320289246737957,
0.048206135630607605,
0.025515496730804443,
0.06990331411361694,
-0.004530788864940405,
0.05371309816837311,
0.000027569585654418916,
-0.03345182165503502,
-0.04060487449169159,
0.05467551574110985,
0.005984973628073931,
0.034332700073719025,
0.060684941709041595,
-0.0528862401843071,
-0.06478959321975708,
-0.0767163410782814,
-0.04603349044919014,
0.046833161264657974,
0.05403217673301697,
-0.06678784638643265,
0.03519053012132645,
0.0519847497344017,
0.06977201253175735,
0.09269555658102036,
0.025447802618145943,
0.03535110130906105,
-0.08981096744537354,
-0.06884732842445374,
-0.08076902478933334,
0.08371160924434662,
0.00789121724665165,
-0.045386772602796555,
0.006786260288208723,
0.03249812126159668,
0.01711568422615528,
-0.07923223823308945,
0.03166951611638069,
-0.02654079534113407,
-0.08226936310529709,
-0.020203636959195137,
-0.0759349912405014,
0.005938195623457432,
-0.058377623558044434,
0.062365129590034485,
0.062366001307964325,
-0.06829877197742462,
0.054880883544683456,
-0.038447458297014236,
0.03888601437211037,
0.045487843453884125,
-0.06142980232834816,
-0.06613897532224655,
-0.06719227135181427,
-0.0866326168179512,
-0.00991729088127613,
0.055694762617349625,
0.008431457914412022,
-0.05110882595181465,
0.04558948799967766,
-0.06782899796962738,
0.060449887067079544,
-0.06904579699039459,
-0.024338381364941597,
0.01746058277785778,
0.020469946786761284,
-0.07424725592136383,
0.07203651964664459,
-0.06482736766338348,
-0.06464694440364838,
0.06903944909572601,
0.0791669636964798,
0.0583084337413311,
-0.05734090879559517,
-0.024649901315569878,
-0.010596309788525105,
-0.03942432254552841,
0.04108886048197746,
-0.007178266998380423,
0.09524904936552048,
-0.05125390738248825,
-0.09040653705596924,
-0.08027523010969162,
-0.03381699323654175,
-0.008068263530731201,
-0.010247309692203999,
0.010831252671778202,
0.025847608223557472,
0.027509700506925583,
0.026982305571436882,
0.03571915626525879,
0.03774136304855347,
0.08195950835943222,
0.033855024725198746,
0.0500885546207428,
-0.08339814096689224,
-0.0346708707511425,
-0.0295712910592556,
-0.04224783182144165,
-0.0427701361477375,
0.05981139838695526,
-0.02663877047598362,
0.05711342394351959,
0.06127279996871948,
0.02980884723365307,
0.1146232932806015,
-0.035713691264390945,
0.07374493777751923,
-0.0019795806147158146,
0.09901833534240723,
-0.017934650182724,
0.05904899537563324,
0.05529797077178955,
0.05145736038684845,
-0.06636335700750351,
-0.07515620440244675,
-0.03835255652666092,
0.01643477752804756,
0.03630718216300011,
-0.05675119906663895,
-0.06056857854127884,
-0.06213414669036865,
-0.03983346000313759,
-0.05254378914833069,
-0.03618144243955612,
0.04833502694964409,
0.050320181995630264,
-0.07340625673532486,
-0.034519825130701065,
-0.05280156061053276,
0.038071684539318085,
-0.06669246405363083,
0.05619583651423454,
-0.01058061420917511,
0.05508965998888016,
-0.0629463866353035,
0.05728635564446449,
0.04161806404590607,
0.04334383085370064,
-0.0771101638674736,
-0.023335609585046768,
-0.09247217327356339,
-0.07890331745147705,
-0.06689302623271942,
-0.047697704285383224,
-0.05550362914800644,
0.030673129484057426,
0.03411870822310448,
-0.04736747965216637,
0.0146780489012599,
0.03423711657524109,
-0.03510081022977829,
-0.06764569878578186,
-0.02972058765590191,
0.02590809017419815,
-0.04453260824084282,
0.06791705638170242,
0.03102116286754608,
0.03158434480428696,
0.01440786849707365,
-0.026749735698103905,
0.061447326093912125,
0.04784558340907097,
0.03692803159356117,
0.0075284745544195175,
-0.047053467482328415,
0.07836578041315079,
-0.04657402262091637,
0.07119370251893997,
0.06548359245061874,
-0.05550112947821617,
-0.05405260995030403,
0.05058020353317261,
-0.005840894766151905,
-0.004222359508275986,
0.03813084959983826,
0.09732704609632492,
-0.03182851895689964,
0.04954354092478752,
0.04915091022849083,
-0.00984860397875309,
0.04126206412911415,
-0.07626061141490936,
0.00029278083820827305,
0.022003276273608208,
0.057800378650426865,
-0.046659357845783234,
-0.06093401089310646,
0.05580628290772438,
-0.0533839650452137,
-0.047984298318624496,
-0.08196523040533066,
-0.07524492591619492,
-0.03542877733707428,
-0.042964473366737366,
-0.004847315605729818,
0.013034473173320293,
0.05590023472905159,
-0.0373583622276783,
-0.07633472234010696,
-0.0445527546107769,
0.006769138388335705,
-0.04702462628483772,
0.05294369161128998,
-0.05139479413628578,
-0.02518167719244957,
0.015435239300131798,
-0.03142049163579941,
0.030256662517786026,
0.03612380847334862,
-0.03474859893321991,
-0.033949874341487885,
-0.03623577952384949,
-0.04733705893158913,
0.050755709409713745,
0.04378028213977814,
0.03762344270944595,
-0.06612211465835571,
0.044454239308834076,
0.04839404299855232,
-0.005285792052745819,
0.0884597897529602,
0.06404399871826172,
0.05590172857046127,
0.027470186352729797,
-0.025065528228878975,
-0.043386004865169525,
-0.05104534700512886,
-0.0678425282239914,
-0.06240450218319893,
0.06799072027206421,
0.028589027002453804,
-0.05051470175385475,
-0.06838107109069824,
-0.02282627485692501,
-0.04237811639904976,
0.05378129705786705,
-0.05397975817322731,
-0.058447908610105515,
0.050869401544332504,
0.015118404291570187,
0.045177001506090164,
0.09550227224826813,
0.05983556807041168,
-0.01648513413965702,
-0.011266618967056274,
0.0893581286072731,
-0.038803208619356155,
-0.06085605546832085,
-0.059176478534936905,
-0.04358375445008278,
0.03458680212497711,
-0.017819512635469437,
0.08529236167669296,
0.04855174571275711,
-0.0020964830182492733,
0.08552083373069763,
-0.0025087737012654543,
0.023262038826942444,
-0.016633907333016396,
-0.023139534518122673,
0.031318265944719315,
0.03914284333586693,
-0.044942706823349,
-0.01078820414841175,
0.012117579579353333,
0.048825860023498535,
0.04287787154316902,
0.029524076730012894,
0.035313449800014496,
0.05024408549070358,
-0.048332374542951584,
-0.03143995627760887,
0.07394211739301682,
0.06348360329866409,
-0.004968383815139532,
0.07443773001432419,
-0.0738292708992958,
-0.05855763703584671,
-0.008563095703721046,
-0.06730246543884277,
0.0074717639945447445,
-0.07491502165794373,
0.037549279630184174,
0.07578473538160324,
-0.07604852318763733,
-0.028604337945580482,
0.02122364565730095,
0.012284289114177227,
0.02778322622179985,
-0.056638047099113464,
-0.04817576706409454,
0.06504082679748535,
-0.045281924307346344,
-0.037999775260686874,
-0.009790037758648396,
0.0738900899887085,
-0.06776976585388184,
-0.03261099010705948,
0.019182177260518074,
0.0377839058637619,
-0.0748024582862854,
0.0449550561606884,
-0.019911151379346848,
-0.034406669437885284,
0.0876866951584816,
-0.022311363369226456,
-0.06599313020706177,
0.03178347274661064,
0.07571081817150116,
-0.07905983179807663,
0.054922282695770264,
0.071036696434021,
-0.06042452156543732,
0.061236292123794556,
-0.052258607000112534,
-0.051221225410699844,
0.08084585517644882,
0.03165861591696739,
-0.04662514477968216,
-0.04236844182014465,
0.03036442957818508,
0.028053419664502144,
0.031401827931404114,
0.07381691038608551,
-0.034082695841789246,
-0.011019386351108551,
0.02478966861963272,
-0.05162753164768219,
0.07357428967952728,
0.07814521342515945,
-0.03263534605503082,
0.020236926153302193,
-0.06511454284191132,
-0.06710170209407806,
-0.0665867030620575,
0.0020080057438462973,
-0.04375021159648895,
-0.08349815011024475,
0.04065795987844467,
0.05853921175003052,
0.012648084200918674,
0.06300386041402817
] |
* Join us 🕵️♀️
Employee Log in Candidate Log in to Connect Homepage ml6.eu
# Privacy Policy
### Privacy policy for recruitment using Teamtailor
The service for handling recruitments and simplifying the hiring process (the
"Service") is powered by Teamtailor on behalf of ML6 ("Controller" “we” “us”
etc.). It is important that the persons using the Service ("Users”) feel safe
with, and are informed about, how we handle User's personal data in the
recruitment process. We strive to maintain the highest possible standard
regarding the protection of personal data. We process, manage, use, and
protect User's Personal Data in accordance with this Privacy Policy ("Privacy
Policy").
### 1\. General
We are the controller in accordance with current privacy legislations. The
Users’ personal data is processed with the purpose of managing and
facilitating recruitment of employees to our business.
### 2\. Collection of personal data | scraping/output/-5576522641546504031.txt | [
0.011315247043967247,
-0.03671225532889366,
-0.06898494809865952,
-0.032133154571056366,
0.04603147134184837,
-0.05184585228562355,
0.022198330610990524,
0.10127537697553635,
0.045396991074085236,
0.0032488920260220766,
-0.007034568581730127,
0.03523869439959526,
0.05252576619386673,
-0.031579818576574326,
-0.002332631265744567,
0.08608599752187729,
0.057093046605587006,
-0.04107268154621124,
-0.016915002837777138,
-0.08508951961994171,
0.01910215988755226,
-0.011319277808070183,
-0.06725359708070755,
0.075693279504776,
0.07387901842594147,
0.033771317452192307,
-0.055914562195539474,
-0.0034840323496609926,
0.030684471130371094,
-0.017696397379040718,
-0.021788181737065315,
-0.04858051612973213,
0.09110437333583832,
-0.09702222049236298,
0.057184137403964996,
0.03635234758257866,
-0.03386813402175903,
-0.04655352234840393,
0.06259602308273315,
-0.0295390747487545,
0.009293635375797749,
0.04577701538801193,
0.06314118951559067,
0.02948935143649578,
0.06729739159345627,
0.05124886333942413,
0.007972943596541882,
0.06532197445631027,
-0.013943311758339405,
-0.03845259174704552,
-0.04002408683300018,
0.05947103723883629,
0.04775848239660263,
0.015613694675266743,
0.03266307711601257,
-0.08410978317260742,
-0.06755507737398148,
-0.08661545068025589,
-0.06574340164661407,
0.06416541337966919,
0.08314970880746841,
-0.06760634481906891,
0.010850595310330391,
0.036975957453250885,
0.03726467117667198,
0.07351813465356827,
0.03795196861028671,
0.03566581755876541,
-0.0840229019522667,
-0.07207591831684113,
-0.05211577191948891,
0.05063584819436073,
0.008112679235637188,
-0.03832366317510605,
-0.0077154613099992275,
0.01338710356503725,
-0.0089622363448143,
-0.0743011012673378,
0.039502304047346115,
-0.04713975265622139,
-0.07751858979463577,
-0.004595756996423006,
-0.09444604068994522,
-0.0019288125913590193,
-0.07069061696529388,
0.06426489353179932,
0.0636911615729332,
-0.04790497571229935,
0.07546484470367432,
-0.04770255833864212,
0.041292954236269,
0.03369106352329254,
-0.04155386984348297,
-0.0725867971777916,
-0.05143045261502266,
-0.09182368218898773,
-0.0035798712633550167,
0.06833318620920181,
0.04764699563384056,
-0.0691491961479187,
0.03130399063229561,
-0.06578654050827026,
0.09069520235061646,
-0.07585394382476807,
-0.04568745940923691,
0.028384068980813026,
0.009715852327644825,
-0.06217508390545845,
0.04474911838769913,
-0.045333344489336014,
-0.06987500935792923,
0.048482149839401245,
0.07887545228004456,
0.04689273238182068,
-0.04973891004920006,
0.007523782085627317,
-0.0029006898403167725,
-0.02544768713414669,
0.041329532861709595,
-0.0492529571056366,
0.10752878338098526,
-0.08283264935016632,
-0.06607359647750854,
-0.05547895282506943,
-0.026652544736862183,
-0.02369806542992592,
-0.02292255312204361,
0.00759010948240757,
0.02510097809135914,
0.03444419056177139,
0.024501696228981018,
0.025063874199986458,
0.04288063570857048,
0.029389062896370888,
0.015471890568733215,
0.03879054635763168,
-0.08052018284797668,
0.0005141007713973522,
-0.03205687552690506,
-0.040890637785196304,
-0.0444253608584404,
0.0704045221209526,
-0.033038828521966934,
0.041565388441085815,
0.03986508771777153,
0.032522041350603104,
0.09626606106758118,
-0.04070335254073143,
0.08532894402742386,
-0.03202316164970398,
0.09060247242450714,
-0.012660227715969086,
0.04989604651927948,
0.02944471500813961,
0.03719547763466835,
-0.0819019079208374,
-0.0672309473156929,
-0.043030817061662674,
-0.007937513291835785,
0.03212762996554375,
-0.026158485561609268,
-0.08239255845546722,
-0.08983230590820312,
-0.032788101583719254,
-0.0562145933508873,
-0.023171843960881233,
0.02430756390094757,
0.07356949895620346,
-0.042924247682094574,
-0.058640677481889725,
-0.051089443266391754,
0.03114308789372444,
-0.05659854784607887,
0.0913846418261528,
-0.024176642298698425,
0.05177224054932594,
-0.03886138275265694,
0.03559187054634094,
0.02948843687772751,
0.03735613077878952,
-0.08275256305932999,
-0.01010793074965477,
-0.07833367586135864,
-0.08343420922756195,
-0.04631621390581131,
-0.05620041862130165,
-0.0541454553604126,
0.02912965975701809,
0.03274156525731087,
-0.04448281228542328,
0.032565463334321976,
0.023084761574864388,
0.0016267973696812987,
-0.05380309000611305,
-0.017530258744955063,
0.0425504595041275,
-0.0348762609064579,
0.03965369611978531,
0.03961276635527611,
0.07796850800514221,
-0.014698334038257599,
-0.014865613542497158,
0.030370717868208885,
0.053617216646671295,
-0.0072364904917776585,
0.0037369742058217525,
-0.04785894975066185,
0.039844512939453125,
-0.05264962464570999,
0.04574022442102432,
0.07742492109537125,
-0.05559124797582626,
-0.04556463658809662,
0.03371093422174454,
0.017155397683382034,
-0.029789486899971962,
0.055587731301784515,
0.10767803341150284,
-0.0213349387049675,
0.06618055701255798,
0.022629233077168465,
-0.0123931635171175,
0.04143519327044487,
-0.06400133669376373,
-0.03190704435110092,
0.0236534234136343,
0.06648673117160797,
-0.03178710117936134,
-0.039857711642980576,
0.04449353367090225,
-0.05448046326637268,
-0.04800774157047272,
-0.05603710561990738,
-0.069921113550663,
-0.04108411446213722,
-0.05224189907312393,
-0.0031786055769771338,
0.020811574533581734,
0.06533687561750412,
-0.04491812363266945,
-0.1107042133808136,
-0.045649390667676926,
0.010424694046378136,
-0.05339731648564339,
0.058839160948991776,
-0.028020480647683144,
0.007504560053348541,
0.013836996629834175,
0.005692805629223585,
0.03701861947774887,
0.023654203861951828,
-0.04211895540356636,
0.0007850119145587087,
-0.03374769538640976,
-0.03456530347466469,
0.06263800710439682,
0.0418158657848835,
0.05257795751094818,
-0.08338673412799835,
0.07124783843755722,
0.03640775382518768,
-0.008067181333899498,
0.07425769418478012,
0.0830535963177681,
0.039047058671712875,
-0.01913566142320633,
-0.05243416875600815,
0.00458080368116498,
-0.047673918306827545,
-0.0803728923201561,
-0.0832611471414566,
0.011764122173190117,
0.02640163153409958,
-0.06383643299341202,
-0.05546341836452484,
-0.027380909770727158,
-0.01578528806567192,
0.04408970847725868,
-0.015956206247210503,
-0.026455609127879143,
0.05310652777552605,
0.02046658843755722,
0.07815588265657425,
0.10091718286275864,
0.05908229574561119,
-0.007995335385203362,
-0.022930992767214775,
0.09525775164365768,
-0.04457103833556175,
-0.05382559821009636,
-0.04660762473940849,
-0.03221144154667854,
0.005925582721829414,
-0.014591985382139683,
0.08739414811134338,
0.029293829575181007,
-0.010668745264410973,
0.045299042016267776,
-0.012713939882814884,
0.05255758389830589,
-0.03298790007829666,
-0.044862858951091766,
0.02746429294347763,
0.044483814388513565,
-0.032592400908470154,
0.009400809183716774,
0.021285127848386765,
0.03893623128533363,
0.05596274882555008,
0.055338211357593536,
-0.0005977943073958158,
0.045129481703042984,
-0.04561065882444382,
-0.044581878930330276,
0.07505089789628983,
0.07032208144664764,
-0.0024259225465357304,
0.05696948245167732,
-0.0856509730219841,
-0.0644911602139473,
-0.018784936517477036,
-0.0604645200073719,
-0.016283594071865082,
-0.0726253017783165,
0.036183781921863556,
0.07180146872997284,
-0.08282150328159332,
-0.04005923867225647,
0.052260641008615494,
0.0031886387150734663,
0.00847702007740736,
-0.04642532393336296,
-0.010167618282139301,
0.05454900115728378,
-0.05805148556828499,
-0.05012848600745201,
-0.007226865738630295,
0.08187881857156754,
-0.06499446928501129,
-0.01712830923497677,
0.013724368065595627,
0.04223210737109184,
-0.06793361902236938,
0.03191423788666725,
-0.01048386748880148,
-0.01743079349398613,
0.08158940821886063,
-0.026860065758228302,
-0.055126916617155075,
0.01157225389033556,
0.0998266339302063,
-0.08317530900239944,
0.04404814541339874,
0.08801012486219406,
-0.05864270403981209,
0.0656549483537674,
-0.05196533724665642,
-0.03182973340153694,
0.06605087220668793,
0.027713529765605927,
-0.06425715237855911,
-0.07360277324914932,
0.028042374178767204,
0.012199733406305313,
0.051925767213106155,
0.042848531156778336,
-0.02731015346944332,
-0.021280337125062943,
0.0633213222026825,
-0.0368812158703804,
0.067254438996315,
0.06348200887441635,
-0.03604322671890259,
-0.012122375890612602,
-0.07129433006048203,
-0.07472483813762665,
-0.07517959177494049,
-0.010014724917709827,
-0.01525740697979927,
-0.05412802845239639,
0.05360713601112366,
0.062366798520088196,
0.019635744392871857,
0.05390133708715439
] |
### 2\. Collection of personal data
We are responsible for the processing of the personal data that the Users
contributes to the Service, or for the personal data that we in other ways
collects with regards to the Service.
When and how we collect personal data
We collect personal data about Users from Users when Users;
* make an application through the Service or otherwise, adding personal data about themselves either personally or by using a third-party source such as Facebook or LinkedIn; and
* use the Service to connect with our staff, adding personal data about themselves either personally or by using a third-party source such as Facebook or LinkedIn.
* provides identifiable data in the chat (provided through the website that uses the Service) and such data is of relevance to the application procedure; | scraping/output/-5576522641546504031.txt | [
-0.022169893607497215,
-0.015079345554113388,
-0.024455470964312553,
-0.0789145901799202,
0.05704181268811226,
-0.003250944660976529,
0.024034593254327774,
0.08831290155649185,
0.0809728354215622,
-0.05315617099404335,
0.02393662929534912,
-0.006558155175298452,
0.06762083619832993,
-0.0423201322555542,
-0.0002534799568820745,
0.06410824507474899,
0.0411384180188179,
-0.04484115540981293,
-0.015480957925319672,
-0.0378478467464447,
0.02054227888584137,
0.033270057290792465,
-0.044755276292562485,
0.04815732315182686,
0.08660366386175156,
0.03824792802333832,
-0.058314334601163864,
-0.043980151414871216,
0.057411886751651764,
-0.0791192576289177,
-0.06423551589250565,
-0.019775640219449997,
0.0758448988199234,
-0.03750688582658768,
0.031404055655002594,
0.029900407418608665,
-0.0472739115357399,
-0.01808333210647106,
0.0479164756834507,
-0.0540117584168911,
-0.02474387176334858,
0.05118923261761665,
0.07007646560668945,
0.047212447971105576,
0.07553396373987198,
0.056481849402189255,
0.0020563406869769096,
0.05695342645049095,
-0.036195915192365646,
-0.04482684284448624,
-0.024670138955116272,
0.045870982110500336,
0.05544229969382286,
0.05855049192905426,
0.056526582688093185,
-0.04128030315041542,
-0.055120762437582016,
-0.05410068482160568,
-0.04190988838672638,
0.0315108485519886,
0.050391171127557755,
-0.05261606350541115,
0.038629915565252304,
0.01891130954027176,
0.06705567985773087,
0.06826193630695343,
0.0456637367606163,
0.031238224357366562,
-0.0626758262515068,
-0.036623820662498474,
-0.06605277210474014,
0.03820885717868805,
-0.0159524604678154,
-0.0176914744079113,
0.019055018201470375,
0.02753445878624916,
0.024306004866957664,
-0.046845100820064545,
0.0666036456823349,
-0.047732722014188766,
-0.09756337106227875,
-0.005510347429662943,
-0.04217739775776863,
0.02382136695086956,
-0.05235908925533295,
-0.011645602062344551,
0.0392610989511013,
-0.06842976808547974,
0.06747563928365707,
-0.06173863634467125,
0.09198162704706192,
0.014811617322266102,
-0.06610862910747528,
-0.0539451502263546,
-0.08033332228660583,
-0.11201898753643036,
-0.06768660247325897,
0.04293970763683319,
0.0573868490755558,
-0.028594819828867912,
0.08584244549274445,
-0.006298020947724581,
0.04584582522511482,
-0.061379943042993546,
-0.01844961941242218,
0.04675097391009331,
-0.0154887605458498,
-0.051861297339200974,
0.010837020352482796,
-0.017729075625538826,
-0.0858030766248703,
0.022534659132361412,
0.11584951728582382,
0.05961933732032776,
-0.06854835897684097,
-0.016648108139634132,
0.05113771930336952,
-0.11341718584299088,
0.006893747486174107,
-0.02925897389650345,
0.07924465090036392,
-0.04499012231826782,
-0.047241099178791046,
-0.042846594005823135,
-0.04791048914194107,
-0.029591238126158714,
-0.025044860318303108,
0.028425805270671844,
0.05331657826900482,
0.006458648946136236,
0.009154385887086391,
0.06551175564527512,
0.05020623281598091,
0.03674085810780525,
0.04424532130360603,
0.07433665543794632,
-0.06824032217264175,
0.022179992869496346,
0.009444618597626686,
-0.014820237644016743,
-0.08995416760444641,
0.08735113590955734,
0.02394380234181881,
0.04574230685830116,
0.06909499317407608,
0.04335009679198265,
0.07609327137470245,
-0.00783308781683445,
0.09642377495765686,
-0.020250380039215088,
0.06543216854333878,
-0.018785983324050903,
0.09379632025957108,
0.03276842460036278,
0.02962779626250267,
-0.11084776371717453,
-0.05314473807811737,
-0.09021110087633133,
0.03551199659705162,
0.021289944648742676,
-0.03051033988595009,
-0.06133853644132614,
-0.0891297310590744,
-0.002533792983740568,
-0.05479957535862923,
-0.03760894760489464,
0.0029387716203927994,
0.08395201712846756,
-0.020840752869844437,
-0.06634986400604248,
-0.08725100755691528,
0.04107081890106201,
-0.017103323712944984,
0.09656018763780594,
0.003775909310206771,
0.05765010043978691,
-0.053547345101833344,
0.05863001570105553,
0.07322880625724792,
0.00046043217298574746,
-0.05128716304898262,
0.017616640776395798,
-0.07198062539100647,
-0.06917507201433182,
-0.03233452886343002,
-0.08038647472858429,
-0.04321752488613129,
0.03471923992037773,
0.004167577717453241,
-0.046428654342889786,
0.03906902298331261,
0.044367723166942596,
-0.009250207804143429,
-0.06185883656144142,
-0.0579942986369133,
0.031999655067920685,
-0.047819025814533234,
0.07485102862119675,
0.010610557161271572,
0.0631415843963623,
-0.028852960094809532,
-0.02727317065000534,
0.018153542652726173,
0.04966026172041893,
0.005279993638396263,
-0.017978303134441376,
-0.08532796800136566,
0.0654064416885376,
-0.06855198740959167,
0.062258608639240265,
0.0708422139286995,
-0.03204800561070442,
-0.05781397968530655,
0.042762719094753265,
0.01280142180621624,
-0.08511044830083847,
0.02850068360567093,
0.11093345284461975,
-0.04080640897154808,
0.01376278605312109,
0.009756472893059254,
0.015713704749941826,
0.040942296385765076,
-0.08490492403507233,
-0.04827044904232025,
0.046836674213409424,
0.03907660394906998,
-0.05062004178762436,
-0.004092413000762463,
0.05333025008440018,
-0.022356392815709114,
-0.030824992805719376,
-0.029724255204200745,
-0.07644608616828918,
-0.061656344681978226,
-0.035715606063604355,
-0.0522843673825264,
0.037361759692430496,
0.040291156619787216,
-0.036132942885160446,
-0.09048174321651459,
-0.05997135862708092,
0.009137718006968498,
-0.03458164259791374,
0.043488387018442154,
0.007445694413036108,
0.004902095068246126,
0.027320126071572304,
0.02096237987279892,
0.0010979194194078445,
0.007828504778444767,
-0.06424164026975632,
-0.01366252452135086,
-0.014627122320234776,
-0.036003999412059784,
0.016071366146206856,
0.032483525574207306,
0.09538599103689194,
-0.07950698584318161,
0.05132872611284256,
-0.03157178685069084,
-0.04933394864201546,
0.10359489172697067,
0.10171611607074738,
0.019028251990675926,
-0.001243487116880715,
-0.03421768546104431,
-0.025443289428949356,
-0.02453763037919998,
-0.06705169379711151,
-0.0565226674079895,
-0.0028268187306821346,
0.0065702758729457855,
-0.08113141357898712,
-0.07609143108129501,
-0.07003480195999146,
0.022344378754496574,
0.05295364931225777,
-0.02024773322045803,
-0.06127936765551567,
0.04553771764039993,
0.013216611929237843,
0.022520720958709717,
0.08459512889385223,
0.06417413055896759,
0.004191025625914335,
-0.024768559262156487,
0.0523185059428215,
-0.0659690722823143,
-0.035726115107536316,
0.03058268316090107,
-0.06827697902917862,
0.01956872269511223,
-0.04400121048092842,
0.039053697139024734,
0.04761049523949623,
0.028102679178118706,
0.055850714445114136,
-0.01850772649049759,
0.013479053042829037,
-0.05420345813035965,
-0.03391144797205925,
-0.009379656985402107,
0.07890597730875015,
-0.03334317356348038,
0.01963312365114689,
0.028324205428361893,
-0.005645718425512314,
0.03267689049243927,
0.02968926727771759,
0.042495325207710266,
0.0742037445306778,
-0.05932183191180229,
-0.049529530107975006,
0.026586415246129036,
0.06874912232160568,
-0.022095151245594025,
0.01894841529428959,
-0.06443580985069275,
-0.06490815430879593,
-0.0662059485912323,
-0.02992837503552437,
-0.010761206969618797,
-0.03453851118683815,
0.028036607429385185,
0.050282057374715805,
-0.0635593831539154,
-0.060002364218235016,
0.04130915552377701,
0.008171278052031994,
-0.004975395277142525,
0.00892930943518877,
-0.0356282964348793,
0.05888504534959793,
-0.10764376074075699,
0.016493702307343483,
-0.027853354811668396,
0.047859396785497665,
-0.056015051901340485,
-0.003867355640977621,
0.02520236000418663,
0.03729628399014473,
-0.06765477359294891,
0.050724420696496964,
-0.044154874980449677,
-0.024233192205429077,
0.07922545075416565,
-0.012190037406980991,
-0.022169655188918114,
0.013997092843055725,
0.11916249245405197,
-0.06796175986528397,
0.0388588048517704,
0.0631011575460434,
-0.05626336857676506,
0.043849293142557144,
-0.04066918417811394,
-0.002601051237434149,
0.05241990461945534,
0.04292768985033035,
-0.06717018783092499,
-0.058180589228868484,
0.006240155082195997,
0.05615415424108505,
0.0623675212264061,
0.06546692550182343,
-0.008864524774253368,
-0.00532249640673399,
0.040350381284952164,
-0.07886059582233429,
0.0583699494600296,
0.06344570219516754,
-0.029513083398342133,
-0.04083692654967308,
-0.06759343296289444,
-0.04019150137901306,
-0.07584579288959503,
0.0356522873044014,
-0.024265171959996223,
-0.062231242656707764,
0.04208069667220116,
0.031132150441408157,
0.03601008281111717,
0.03091019205749035
] |