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بره كمان التقنيات الأخرى ال .. ال .. الدافع من ورا الدمش هو ان احنا نستفيد من مميزات", "tokens": [41185, 1185, 4032, 39182, 39896, 25961, 2655, 8978, 9673, 5016, 46958, 2288, 9307, 13672, 1829, 8717, 40448, 8592, 4724, 2288, 3224, 9122, 2304, 7649, 16712, 4587, 22653, 9307, 16247, 34740, 7578, 2423, 4386, 2423, 4386, 32748, 31845, 3615, 9154, 4032, 23557, 32748, 2304, 8592, 31439, 16472, 1975, 5016, 8315, 8717, 14851, 5172, 25708, 9154, 3714, 2304, 1829, 11622, 9307], "avg_logprob": -0.26575520386298496, "compression_ratio": 1.5202702702702702, "no_speech_prob": 3.159046173095703e-06, "words": [{"start": 75.53, "end": 75.89, "word": "في", "probability": 0.63525390625}, {"start": 75.89, "end": 76.73, "word": " system", "probability": 0.578125}, {"start": 76.73, "end": 78.49, "word": " و", "probability": 0.47216796875}, {"start": 78.49, "end": 78.77, "word": " بعد", "probability": 0.59375}, {"start": 78.77, "end": 78.95, "word": " هي", "probability": 0.281982421875}, {"start": 78.95, 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0.95166015625}, {"start": 380.55, "end": 381.59, "word": " جزء", "probability": 0.9127604166666666}], "temperature": 1.0}, {"id": 14, "seek": 41023, "start": 382.93, "end": 410.23, "text": "الـ Image Analyst موضوع هذا سيعطيني مجموعة .. الـ Features أكام واحدة؟ تمام؟ هذه للـ Wings وهذه للـ Tail وهذه للـ Beak وهذه للـ Feathers وهذه للـ Engine ماذا سيعطيني؟ سيعطيني هل إله و لا مالوش يعني إذا قال لي plus one plus one", "tokens": [6027, 39184, 29903, 1107, 19530, 3714, 2407, 11242, 45367, 23758, 8608, 40228, 9566, 1829, 22653, 3714, 7435, 2304, 45367, 3660, 4386, 2423, 39184, 3697, 3377, 5551, 4117, 10943, 36764, 24401, 3660, 22807, 46811, 10943, 22807, 29538, 24976, 39184, 343, 1109, 37037, 24192, 24976, 39184, 46074, 37037, 24192, 24976, 39184, 879, 514, 37037, 24192, 24976, 39184, 3697, 11850, 37037, 24192, 24976, 39184, 7659, 3714, 45636, 995, 8608, 40228, 9566, 1829, 22653, 22807, 8608, 40228, 9566, 1829, 22653, 8032, 1211, 11933, 43761, 4032, 20193, 3714, 6027, 2407, 8592, 37495, 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"word": " لا", "probability": 0.78369140625}, {"start": 406.75, "end": 407.23, "word": " مالوش", "probability": 0.7784423828125}, {"start": 407.23, "end": 407.49, "word": " يعني", "probability": 0.6361083984375}, {"start": 407.49, "end": 407.73, "word": " إذا", "probability": 0.869140625}, {"start": 407.73, "end": 407.97, "word": " قال", "probability": 0.86083984375}, {"start": 407.97, "end": 408.21, "word": " لي", "probability": 0.72900390625}, {"start": 408.21, "end": 408.55, "word": " plus", "probability": 0.2354736328125}, {"start": 408.55, "end": 408.93, "word": " one", "probability": 0.87353515625}, {"start": 408.93, "end": 409.61, "word": " plus", "probability": 0.69287109375}, {"start": 409.61, "end": 410.23, "word": " one", "probability": 0.95068359375}], "temperature": 1.0}, {"id": 15, "seek": 43755, "start": 410.65, "end": 437.55, "text": "minus one minus one plus one يعني هو بيقول ليه إنه هذا ال object اللي في الصورة بعد عملية التحليل وجدنا إنه إله wings إله tail مالوش beak مالوش feather وإله engine طبعا لو ماقدرش يتعرف على ما إذا كانت واحدة من الخصائص هذه موجودة ولا لا بيعطيني zero بذلك بيعطيني zero فيها", "tokens": [2367, 301, 472, 3175, 472, 1804, 472, 37495, 22653, 31439, 4724, 1829, 39648, 32239, 3224, 36145, 3224, 23758, 2423, 2657, 13672, 1829, 8978, 31767, 13063, 3660, 39182, 6225, 42213, 10632, 16712, 5016, 20292, 1211, 49610, 3215, 8315, 36145, 3224, 11933, 43761, 11405, 11933, 43761, 6838, 3714, 6027, 2407, 8592, 48663, 3714, 6027, 2407, 8592, 25852, 4032, 28814, 43761, 2848, 23032, 3555, 3615, 995, 45164, 19446, 28543, 2288, 8592, 7251, 2655, 3615, 28480, 15844, 19446, 11933, 15730, 25961, 2655, 36764, 24401, 3660, 9154, 33962, 9381, 16373, 9381, 29538, 3714, 29245, 23328, 3660, 49429, 20193, 4724, 40228, 9566, 1829, 22653, 4018, 4724, 8848, 23275, 4724, 40228, 9566, 1829, 22653, 4018, 8978, 11296], "avg_logprob": -0.20087274076702358, "compression_ratio": 1.6745098039215687, "no_speech_prob": 2.980232238769531e-07, "words": [{"start": 410.65, 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"probability": 0.97314453125}, {"start": 416.43, "end": 416.67, "word": " object", "probability": 0.96142578125}, {"start": 416.67, "end": 416.95, "word": " اللي", "probability": 0.962646484375}, {"start": 416.95, "end": 417.07, "word": " في", "probability": 0.9365234375}, {"start": 417.07, "end": 417.71, "word": " الصورة", "probability": 0.9895833333333334}, {"start": 417.71, "end": 418.15, "word": " بعد", "probability": 0.9384765625}, {"start": 418.15, "end": 418.59, "word": " عملية", "probability": 0.9947916666666666}, {"start": 418.59, "end": 419.39, "word": " التحليل", "probability": 0.9454345703125}, {"start": 419.39, "end": 421.13, "word": " وجدنا", "probability": 0.9558919270833334}, {"start": 421.13, "end": 421.41, "word": " إنه", "probability": 0.89111328125}, {"start": 421.41, "end": 421.67, "word": " إله", "probability": 0.5609130859375}, {"start": 421.67, "end": 422.47, "word": " wings", "probability": 0.78271484375}, {"start": 422.47, "end": 423.05, "word": " إله", "probability": 0.8251953125}, {"start": 423.05, "end": 423.49, "word": " tail", "probability": 0.8671875}, {"start": 423.49, "end": 424.69, "word": " مالوش", "probability": 0.79583740234375}, {"start": 424.69, "end": 425.43, "word": " beak", "probability": 0.97509765625}, {"start": 425.43, "end": 427.25, "word": " مالوش", "probability": 0.9561767578125}, {"start": 427.25, "end": 427.67, "word": " feather", "probability": 0.89501953125}, {"start": 427.67, "end": 428.13, "word": " وإله", "probability": 0.8229166666666666}, {"start": 428.13, "end": 428.63, "word": " engine", "probability": 0.9716796875}, {"start": 428.63, "end": 429.65, "word": " طبعا", "probability": 0.8114013671875}, {"start": 429.65, "end": 430.49, "word": " لو", "probability": 0.61083984375}, {"start": 430.49, "end": 431.15, "word": " ماقدرش", "probability": 0.8909912109375}, {"start": 431.15, "end": 431.67, "word": " يتعرف", "probability": 0.8905029296875}, {"start": 431.67, "end": 432.13, "word": " على", "probability": 0.88818359375}, {"start": 432.13, "end": 432.61, "word": " ما", "probability": 0.783203125}, {"start": 432.61, "end": 432.77, "word": " إذا", "probability": 0.956787109375}, {"start": 432.77, "end": 433.09, "word": " كانت", "probability": 0.95361328125}, {"start": 433.09, "end": 433.33, "word": " واحدة", "probability": 0.9910481770833334}, {"start": 433.33, "end": 433.43, "word": " من", "probability": 0.98974609375}, {"start": 433.43, "end": 433.83, "word": " الخصائص", "probability": 0.9827880859375}, {"start": 433.83, "end": 434.05, "word": " هذه", "probability": 0.92919921875}, {"start": 434.05, "end": 434.55, "word": " موجودة", "probability": 0.9844970703125}, {"start": 434.55, "end": 434.69, "word": " ولا", "probability": 0.78564453125}, {"start": 434.69, "end": 434.87, "word": " لا", "probability": 0.55224609375}, {"start": 434.87, "end": 435.37, "word": " بيعطيني", "probability": 0.823828125}, {"start": 435.37, "end": 435.69, "word": " zero", "probability": 0.387451171875}, {"start": 435.69, "end": 436.01, "word": " بذلك", "probability": 0.5965169270833334}, {"start": 436.01, "end": 436.89, "word": " بيعطيني", "probability": 0.867578125}, {"start": 436.89, "end": 437.19, "word": " zero", "probability": 0.720703125}, {"start": 437.19, "end": 437.55, "word": " فيها", "probability": 0.98291015625}], "temperature": 1.0}, {"id": 16, "seek": 46769, "start": 439.71, "end": 467.69, "text": "هذا الان ال input هذه الخلاصة ندخلها على ال system هذا ال express system هذا عشان هو يميز ما إذا كان ال object في الصورة هو عبارة عن bird ولا طيارة ولا قارب شراي glider تمام؟ إيش الرابط المشترك ما بين ال plane؟", "tokens": [3224, 15730, 2423, 7649, 2423, 4846, 29538, 33962, 1211, 33546, 3660, 8717, 3215, 9778, 1211, 11296, 15844, 2423, 1185, 23758, 2423, 5109, 1185, 23758, 6225, 8592, 7649, 31439, 7251, 2304, 1829, 11622, 19446, 11933, 15730, 25961, 2423, 2657, 8978, 31767, 13063, 3660, 31439, 6225, 3555, 9640, 3660, 18871, 5255, 49429, 23032, 1829, 9640, 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460.97, "end": 461.59, "word": " شراي", "probability": 0.536865234375}, {"start": 461.59, "end": 462.11, "word": " glider", "probability": 0.816650390625}, {"start": 462.11, "end": 464.93, "word": " تمام؟", "probability": 0.7802734375}, {"start": 464.93, "end": 465.13, "word": " إيش", "probability": 0.7295735677083334}, {"start": 465.13, "end": 466.03, "word": " الرابط", "probability": 0.8238932291666666}, {"start": 466.03, "end": 466.51, "word": " المشترك", "probability": 0.9888916015625}, {"start": 466.51, "end": 466.65, "word": " ما", "probability": 0.6025390625}, {"start": 466.65, "end": 466.79, "word": " بين", "probability": 0.990234375}, {"start": 466.79, "end": 466.91, "word": " ال", "probability": 0.88720703125}, {"start": 466.91, "end": 467.69, "word": " plane؟", "probability": 0.893798828125}], "temperature": 1.0}, {"id": 17, "seek": 49762, "start": 469.06, "end": 497.62, "text": "و ال bird و ال glider انه ال plane تشترك مع ال bird فين و ليهم جوانح و ليهم ديل تمام هذا ال glider اللي له متور و ال plane اللي له متور ففي قواس مشتركة هنا و هنا المهم ان احنا هاي كل المنظومة تبعتنا انه فينا صور الصور اللي بتدخل على image analysis module ال image analysis module وظيفته انه يطلعلي ال feature set هذا ال feature set هذا بيدخل ك input لمين", "tokens": [2407, 2423, 5255, 4032, 2423, 1563, 1438, 16472, 3224, 2423, 5720, 6055, 8592, 2655, 31747, 20449, 2423, 5255, 8978, 1863, 4032, 32239, 16095, 10874, 2407, 7649, 5016, 4032, 32239, 16095, 11778, 26895, 46811, 10943, 23758, 2423, 1563, 1438, 13672, 1829, 46740, 44650, 13063, 4032, 2423, 5720, 13672, 1829, 46740, 44650, 13063, 6156, 41185, 12174, 14407, 3794, 37893, 2655, 31747, 3660, 34105, 4032, 34105, 9673, 16095, 16472, 1975, 5016, 8315, 8032, 47302, 28242, 9673, 1863, 19913, 20498, 3660, 6055, 3555, 34268, 8315, 16472, 3224, 8978, 8315, 20328, 13063, 31767, 13063, 13672, 1829, 39894, 3215, 9778, 1211, 15844, 3256, 5215, 10088, 2423, 3256, 5215, 10088, 4032, 19913, 33911, 47395, 16472, 3224, 7251, 9566, 1211, 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"text": "wings and tail and beak and and and كده فاش فال output هيكون نعم bird او لأ مش bird واضح طيب الآن احنا مش مابول انه إذا إله wings وإذا إله tail وإذا إله beak وإذا إله feather وإذا إله engine يبقى هو bird طبعا لأ الآن احنا بنعطيلها ال inputs كله من الخمسة ومن كلها العمليات لل training", "tokens": [86, 1109, 293, 6838, 293, 48663, 293, 293, 293, 9122, 3215, 3224, 6156, 33599, 6156, 6027, 5598, 39896, 30544, 8717, 25957, 5255, 1975, 2407, 5296, 10721, 37893, 5255, 4032, 46958, 5016, 23032, 1829, 3555, 6024, 48506, 1975, 5016, 8315, 37893, 3714, 16758, 12610, 16472, 3224, 11933, 15730, 11933, 43761, 11405, 4032, 28814, 15730, 11933, 43761, 6838, 4032, 28814, 15730, 11933, 43761, 48663, 4032, 28814, 15730, 11933, 43761, 25852, 4032, 28814, 15730, 11933, 43761, 2848, 7251, 3555, 4587, 7578, 31439, 5255, 23032, 3555, 3615, 995, 5296, 10721, 6024, 48506, 1975, 5016, 8315, 44945, 3615, 9566, 26895, 11296, 2423, 15743, 28242, 3224, 9154, 33962, 2304, 3794, 3660, 4032, 27842, 28242, 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636.96, "text": "هنكتشف في الآخر أنه واحد من ال .. أو بعض من ال inputs هيبقى لوازن تبعهم هيصف على zero zero يعني أيش؟ يعني هذا ال feature تلتغى أصلا من ال rule واللي مش zero هو اللي يظل يعني لو طلعت هذه مش zero انت لاحظ احنا ليش نقول لو اتطلع على الأوزان هذه الأوزان هي عبارة عن الأوزان النهائية اللي مسجلة هنا", "tokens": [3224, 1863, 4117, 2655, 8592, 5172, 8978, 6024, 95, 34740, 14739, 3224, 36764, 24401, 9154, 2423, 4386, 34051, 45030, 11242, 9154, 2423, 15743, 8032, 1829, 3555, 4587, 7578, 45164, 31377, 1863, 6055, 3555, 3615, 16095, 8032, 1829, 9381, 5172, 15844, 4018, 4018, 37495, 22653, 36632, 8592, 22807, 37495, 22653, 23758, 2423, 4111, 6055, 1211, 2655, 17082, 7578, 5551, 9381, 15040, 9154, 2423, 4978, 4032, 6027, 20292, 37893, 4018, 31439, 13672, 1829, 7251, 19913, 1211, 37495, 22653, 45164, 23032, 1211, 34268, 29538, 37893, 4018, 16472, 2655, 20193, 5016, 19913, 1975, 5016, 8315, 32239, 8592, 8717, 39648, 45164, 1975, 2655, 9566, 1211, 3615, 15844, 16247, 2407, 11622, 7649, 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بقدر استنتج هذا الكلام وهذا الكلام مع ال output اللي جاء من هنا بقدر استنتج هذا الكلام واضح فال topology او تربية النتر مع بعضها في هذا المثال", "tokens": [21292, 7435, 1829, 9154, 2423, 1952, 5844, 46811, 10943, 2423, 1952, 5844, 31439, 13672, 1829, 4724, 1829, 39648, 1829, 9154, 9566, 4587, 25528, 1975, 8315, 4724, 28543, 2288, 1975, 9381, 1829, 3555, 2423, 4978, 15844, 16472, 11296, 1975, 15730, 25961, 23758, 2423, 19667, 4032, 23758, 2423, 19667, 4724, 28543, 2288, 44713, 29399, 7435, 23758, 2423, 28820, 10943, 37037, 15730, 2423, 28820, 10943, 20449, 2423, 5598, 13672, 1829, 10874, 16606, 9154, 34105, 4724, 28543, 2288, 44713, 29399, 7435, 23758, 2423, 28820, 10943, 4032, 46958, 5016, 6156, 6027, 1192, 1793, 1975, 2407, 6055, 25513, 10632, 2423, 29399, 2288, 20449, 45030, 11242, 11296, 8978, 23758, 9673, 12984, 6027], "avg_logprob": -0.19840802364754226, "compression_ratio": 2.017777777777778, "no_speech_prob": 0.0, "words": [{"start": 1853.5, "end": 1853.98, "word": "بيجي", 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التدريب عملية تدريب لل network مظبوط في أمثل أخرى احنا ممكن عمليا كمان نستغنى عن ال human expert في حتى كمان العلاقات ما بين ال rules ان ال rule", "tokens": [7435, 47302, 3555, 9154, 2423, 1952, 5844, 4724, 3794, 44713, 17082, 1863, 16606, 18871, 2423, 1952, 5844, 8978, 1975, 1829, 8592, 34105, 8978, 1975, 1829, 8592, 44713, 17082, 1863, 16606, 18871, 2423, 1952, 5844, 8978, 16247, 2407, 11622, 7649, 13672, 1829, 39896, 2423, 1629, 2423, 1629, 6097, 9154, 5551, 9957, 5551, 7435, 3215, 2423, 1629, 6097, 9154, 6225, 42213, 10632, 16712, 3215, 16572, 3555, 6225, 42213, 10632, 6055, 3215, 16572, 3555, 24976, 3209, 3714, 19913, 3555, 2407, 9566, 8978, 5551, 2304, 12984, 1211, 5551, 34740, 7578, 1975, 5016, 8315, 3714, 43020, 6225, 2304, 20292, 995, 9122, 2304, 7649, 8717, 14851, 17082, 1863, 7578, 18871, 2423, 1952, 5844, 8978, 11331, 49975, 9122, 2304, 7649, 18863, 15040, 4587, 9307, 19446, 49374, 2423, 4474, 16472, 2423, 4978], "avg_logprob": -0.213125, "compression_ratio": 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"end": 1903.73, "word": " عمليا", "probability": 0.8798828125}, {"start": 1903.73, "end": 1904.15, "word": " كمان", "probability": 0.9290364583333334}, {"start": 1904.15, "end": 1904.87, "word": " نستغنى", "probability": 0.85}, {"start": 1904.87, "end": 1905.01, "word": " عن", "probability": 0.98681640625}, {"start": 1905.01, "end": 1905.13, "word": " ال", "probability": 0.99072265625}, {"start": 1905.13, "end": 1905.45, "word": " human", "probability": 0.9365234375}, {"start": 1905.45, "end": 1906.13, "word": " expert", "probability": 0.9521484375}, {"start": 1906.13, "end": 1906.89, "word": " في", "probability": 0.9638671875}, {"start": 1906.89, "end": 1907.29, "word": " حتى", "probability": 0.775146484375}, {"start": 1907.29, "end": 1907.61, "word": " كمان", "probability": 0.8902994791666666}, {"start": 1907.61, "end": 1908.19, "word": " العلاقات", "probability": 0.958984375}, {"start": 1908.19, "end": 1908.35, "word": " ما", "probability": 0.7216796875}, {"start": 1908.35, "end": 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