Khipha izinyathelo zokuxazulula inkinga yokufunda komshini enikeziwe kusuka kumbhalo olandelayo
Context:Ukuze kuxazululwe inkinga ethile yokufunda okuqondiswayo, umuntu kumelwe enze lezi zinyathelo ezilandelayo:  Nquma uhlobo lwezibonelo zokuqeqeshwa. Ngaphambi kokwenza noma yini enye, umsebenzisi kufanele anqume ukuthi luhlobo luni lwedatha okufanele lusetshenziswe njengesethi yokuqeqesha. Ngokwesibonelo, uma kuhlaziywa umbhalo wesandla, kungase kube uhlamvu olulodwa olubhalwe ngesandla, igama lonke elibhalwe ngesandla, umusho wonke obhalwe ngesandla noma mhlawumbe isigaba esigcwele esibhalwe ngesandla. Hlanganisa isethi yokuziqeqesha. Isethi yokuqeqesha idinga ukumelela ukusetshenziswa kwangempela komsebenzi. Ngakho, iqoqo lezinto ezifakiwe liqoqwa futhi nemiphumela ehambisanayo nayo iqoqwa, kungaba kusuka kochwepheshe abangabantu noma kusuka ekulinganisweni. Nquma ukumelwa kwesici sokungeniswa komsebenzi ofundwayo. Ukunemba komsebenzi ofundwayo kuncike kakhulu ekutheni into efakiwe imelwe kanjani. Ngokuvamile, into yokufaka iguqulwa ibe i-feature vector, equkethe izici eziningi ezichaza into. Inani lezici akufanele libe likhulu kakhulu, ngenxa yesiqalekiso sobukhulu; kodwa kufanele iqukathe ulwazi olwanele ukubikezela ngokunembile okukhiphayo. Nquma ukwakheka komsebenzi ofundwayo kanye ne-algorithm yokufunda ehambisanayo. Ngokwesibonelo, unjiniyela angase akhethe ukusebenzisa imishini yokweseka ama-vector noma izihlahla zokunquma. Qedela umklamo. Qalisa i-algorithm yokufunda kusethi yokuqeqesha eqoqwe. Amanye ama-algorithm okufunda aqondisiwe adinga ukuthi umsebenzisi anqume amapharamitha athile okulawula. Lezi zimpawu zingalungiswa ngokwenza ngcono ukusebenza kwesethi engaphansi (okubizwa ngokuthi isethi yokuqinisekisa) yesethi yokuqeqesha, noma ngokuqinisekisa okuphambene. Hlola ukunemba komsebenzi ofundwayo. Ngemuva kokulungiswa kwepharamitha nokufunda, ukusebenza komsebenzi ophumelayo kufanele kulinganiswe kusethi yokuhlola ehlukile kusethi yokuqeqesha.
Sebenzisa lezi zinyathelo ezilandelayo ukuze uxazulule inkinga ethile yokufunda okuqondiswayo: 1. Izinkomo Nquma uhlobo lwezibonelo zokuqeqeshwa, 2. Izingelosi Hlanganisa isethi yokuziqeqesha. 3. Izingelosi Nquma ukumelwa kwesici sokungeniswa komsebenzi ofundwayo. 4. Izidakamizwa Nquma ukwakheka komsebenzi ofundwayo kanye ne-algorithm yokufunda ehambisanayo. 5. Izingelosi Qalisa i-algorithm yokufunda kusethi yokuqeqesha eqoqwe. Isiyisithupha. Hlola ukunemba komsebenzi ofundwayo.