{"segments": [{"id": 1, "seek": 4600, "start": 20.96, "end": 46.0, "text": "بسم الله الرحمن الرحيم اليوم ان شاء الله احنا بنبدأ موضوع جديد تقنية أخرى من تقنيات اللي ممكن تستخدم في الذكاء الاصطناعي التقنية هذه معروفة بالاسم العامل هو evolutionary computing أو evolutionary computation و أشهر مثال عليها أشهر تقنية تحت هذا الإطار اللي هو ال genetic", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 45595, 20498, 16472, 13412, 16606, 21984, 1975, 5016, 8315, 44945, 44510, 10721, 3714, 2407, 11242, 45367, 10874, 16254, 3215, 6055, 4587, 1863, 10632, 5551, 34740, 7578, 9154, 6055, 4587, 22653, 9307, 13672, 1829, 3714, 43020, 6055, 14851, 9778, 40448, 8978, 32545, 4117, 16606, 2423, 33546, 9566, 8315, 3615, 1829, 16712, 4587, 1863, 10632, 29538, 20449, 32887, 5172, 3660, 20666, 32277, 2304, 18863, 10943, 1211, 31439, 27567, 15866, 34051, 27567, 24903, 4032, 5551, 8592, 3224, 2288, 50113, 6027, 25894, 11296, 5551, 8592, 3224, 2288, 6055, 4587, 1863, 10632, 6055, 33753, 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"word": " الأفضل", "probability": 0.9837646484375}, {"start": 956.37, "end": 956.59, "word": " بناء", "probability": 0.75537109375}, {"start": 956.59, "end": 956.79, "word": " على", "probability": 0.8525390625}, {"start": 956.79, "end": 956.95, "word": " ال", "probability": 0.984375}, {"start": 956.95, "end": 957.33, "word": " ratio", "probability": 0.99462890625}, {"start": 957.33, "end": 958.07, "word": " اللي", "probability": 0.675537109375}, {"start": 958.07, "end": 958.21, "word": " قال", "probability": 0.86572265625}, {"start": 958.21, "end": 958.43, "word": " ايش", "probability": 0.764404296875}, {"start": 958.43, "end": 958.73, "word": " بعدين", "probability": 0.8232421875}, {"start": 958.73, "end": 958.85, "word": " كان", "probability": 0.333984375}, {"start": 958.85, "end": 959.33, "word": " بيصير", "probability": 0.77130126953125}, {"start": 959.33, "end": 959.45, "word": " و", "probability": 0.63671875}, {"start": 959.45, "end": 959.79, "word": " بيصير", "probability": 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"word": " عملية", "probability": 0.7626139322916666}, {"start": 980.72, "end": 981.4, "word": " الاختيار", "probability": 0.8441162109375}, {"start": 981.4, "end": 982.84, "word": " في", "probability": 0.65380859375}, {"start": 982.84, "end": 984.6, "word": " الطبيعة", "probability": 0.9542643229166666}, {"start": 984.6, "end": 984.78, "word": " لا", "probability": 0.31982421875}, {"start": 984.78, "end": 984.9, "word": " تكون", "probability": 0.49737548828125}, {"start": 984.9, "end": 985.44, "word": " دائما", "probability": 0.7902018229166666}, {"start": 985.44, "end": 985.72, "word": " على", "probability": 0.873046875}, {"start": 985.72, "end": 986.1, "word": " أساس", "probability": 0.9814453125}, {"start": 986.1, "end": 987.16, "word": " الأفضل", "probability": 0.889892578125}, {"start": 987.16, "end": 988.2, "word": " لكن", "probability": 0.53076171875}, {"start": 988.2, "end": 990.1, "word": " جودة", "probability": 0.7088216145833334}, {"start": 990.1, "end": 990.6, "word": " ال", "probability": 0.52294921875}, {"start": 990.6, "end": 991.06, "word": " solution", "probability": 0.87353515625}, {"start": 991.06, "end": 991.4, "word": " هي", "probability": 0.2213134765625}, {"start": 991.4, "end": 991.76, "word": " عامل", "probability": 0.8502604166666666}, {"start": 991.76, "end": 992.26, "word": " أساسي", "probability": 0.9249267578125}], "temperature": 1.0}, {"id": 36, "seek": 102196, "start": 994.38, "end": 1021.96, "text": "طريقة الـ Roulette Wheel Selection أننا نعمل راندوم نمبر راندوم نمبر هذا إذا جاي في ال range تبع أي واحد منه شوفوا احنا لما حولنا ال percentage الذاتي إلى ال wheel صار عندي القيم الكبيرة مااخداش مساحة", "tokens": [9566, 16572, 28671, 2423, 39184, 28392, 36563, 31392, 1100, 5450, 14739, 8315, 8717, 25957, 1211, 12602, 7649, 3215, 20498, 8717, 2304, 26890, 12602, 7649, 3215, 20498, 8717, 2304, 26890, 23758, 11933, 15730, 10874, 47302, 8978, 2423, 3613, 6055, 3555, 3615, 36632, 36764, 24401, 9154, 3224, 13412, 38688, 14407, 1975, 5016, 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"word": " نمبر", "probability": 0.8185221354166666}, {"start": 1003.22, "end": 1005.44, "word": " راندوم", "probability": 0.79815673828125}, {"start": 1005.44, "end": 1005.8, "word": " نمبر", "probability": 0.9134114583333334}, {"start": 1005.8, "end": 1006.1, "word": " هذا", "probability": 0.546875}, {"start": 1006.1, "end": 1006.4, "word": " إذا", "probability": 0.822021484375}, {"start": 1006.4, "end": 1006.74, "word": " جاي", "probability": 0.44775390625}, {"start": 1006.74, "end": 1007.08, "word": " في", "probability": 0.86279296875}, {"start": 1007.08, "end": 1007.38, "word": " ال", "probability": 0.37646484375}, {"start": 1007.38, "end": 1007.84, "word": " range", "probability": 0.62255859375}, {"start": 1007.84, "end": 1011.34, "word": " تبع", "probability": 0.743896484375}, {"start": 1011.34, "end": 1011.58, "word": " أي", "probability": 0.7802734375}, {"start": 1011.58, "end": 1011.96, "word": " واحد", "probability": 0.990234375}, {"start": 1011.96, "end": 1012.32, "word": " منه", "probability": 0.9404296875}, {"start": 1012.32, "end": 1012.62, "word": " شوفوا", "probability": 0.5843098958333334}, {"start": 1012.62, "end": 1012.82, "word": " احنا", "probability": 0.79736328125}, {"start": 1012.82, "end": 1013.02, "word": " لما", "probability": 0.942138671875}, {"start": 1013.02, "end": 1013.7, "word": " حولنا", "probability": 0.7421875}, {"start": 1013.7, "end": 1014.4, "word": " ال", "probability": 0.92919921875}, {"start": 1014.4, "end": 1014.86, "word": " percentage", "probability": 0.7880859375}, {"start": 1014.86, "end": 1015.36, "word": " الذاتي", "probability": 0.588623046875}, {"start": 1015.36, "end": 1015.54, "word": " إلى", "probability": 0.7294921875}, {"start": 1015.54, "end": 1016.08, "word": " ال", "probability": 0.95068359375}, {"start": 1016.08, "end": 1016.42, "word": " wheel", "probability": 0.8212890625}, {"start": 1016.42, "end": 1018.18, "word": " صار", "probability": 0.798828125}, {"start": 1018.18, "end": 1018.58, "word": " عندي", "probability": 0.89892578125}, {"start": 1018.58, "end": 1019.94, "word": " القيم", "probability": 0.8232421875}, {"start": 1019.94, "end": 1020.54, "word": " الكبيرة", "probability": 0.98779296875}, {"start": 1020.54, "end": 1021.38, "word": " مااخداش", "probability": 0.67333984375}, {"start": 1021.38, "end": 1021.96, "word": " مساحة", "probability": 0.99365234375}], "temperature": 1.0}, {"id": 37, "seek": 104136, "start": 1022.49, "end": 1041.37, "text": "هي possibility ان انا اخدها او انا اخدها بالظبط فانا لو اعمل generation ال random number ما بين ال 0 و ال 100 فاحتمال انه يقع في هذا المساحة اكبر من انه يقع في هذا المساحة صح فاحنا عملية اختيار ال solutions تجيش مباشرة من", "tokens": [3224, 1829, 7959, 16472, 1975, 8315, 1975, 9778, 3215, 11296, 1975, 2407, 1975, 8315, 1975, 9778, 3215, 11296, 20666, 19913, 3555, 9566, 6156, 7649, 995, 45164, 1975, 25957, 1211, 5125, 2423, 4974, 1230, 19446, 49374, 2423, 1958, 4032, 2423, 2319, 6156, 995, 33753, 2304, 6027, 16472, 3224, 7251, 4587, 3615, 8978, 23758, 9673, 3794, 39319, 3660, 1975, 4117, 26890, 9154, 16472, 3224, 7251, 4587, 3615, 8978, 23758, 9673, 3794, 39319, 3660, 20328, 5016, 6156, 39319, 8315, 6225, 42213, 10632, 1975, 9778, 31371, 9640, 2423, 6547, 6055, 7435, 1829, 8592, 3714, 3555, 33599, 25720, 9154], "avg_logprob": -0.321052622795105, "compression_ratio": 1.7512437810945274, "no_speech_prob": 7.152557373046875e-07, "words": [{"start": 1022.49, "end": 1022.65, "word": "هي", "probability": 0.3057861328125}, {"start": 1022.65, "end": 1023.01, "word": " possibility", "probability": 0.20703125}, {"start": 1023.01, "end": 1023.35, "word": " ان", "probability": 0.491455078125}, {"start": 1023.35, "end": 1023.51, "word": " انا", "probability": 0.481201171875}, {"start": 1023.51, "end": 1023.73, "word": " اخدها", "probability": 0.74395751953125}, {"start": 1023.73, "end": 1023.97, "word": " او", "probability": 0.38299560546875}, {"start": 1023.97, "end": 1024.19, "word": " انا", "probability": 0.335693359375}, {"start": 1024.19, "end": 1024.19, "word": " اخدها", "probability": 0.76763916015625}, {"start": 1024.19, "end": 1024.49, "word": " بالظبط", "probability": 0.786865234375}, {"start": 1024.49, "end": 1024.71, "word": " فانا", "probability": 0.6050618489583334}, {"start": 1024.71, "end": 1024.91, "word": " لو", "probability": 0.83740234375}, {"start": 1024.91, "end": 1025.45, "word": " اعمل", "probability": 0.8115234375}, {"start": 1025.45, "end": 1026.05, "word": " generation", "probability": 0.7841796875}, {"start": 1026.05, "end": 1026.25, "word": " ال", "probability": 0.33837890625}, {"start": 1026.25, "end": 1026.55, "word": " random", "probability": 0.7861328125}, {"start": 1026.55, "end": 1027.15, "word": " number", "probability": 0.984375}, {"start": 1027.15, "end": 1027.95, "word": " ما", "probability": 0.740234375}, {"start": 1027.95, "end": 1028.15, "word": " بين", "probability": 0.96484375}, {"start": 1028.15, "end": 1028.31, "word": " ال", "probability": 0.896484375}, {"start": 1028.31, "end": 1028.53, "word": " 0", "probability": 0.476318359375}, {"start": 1028.53, "end": 1028.67, "word": " و", "probability": 0.485107421875}, {"start": 1028.67, "end": 1028.79, "word": " ال", "probability": 0.395263671875}, {"start": 1028.79, "end": 1029.09, "word": " 100", "probability": 0.7666015625}, {"start": 1029.09, "end": 1030.55, "word": " فاحتمال", "probability": 0.9158203125}, {"start": 1030.55, "end": 1030.77, "word": " انه", "probability": 0.88037109375}, {"start": 1030.77, "end": 1031.01, "word": " يقع", "probability": 0.79052734375}, {"start": 1031.01, "end": 1031.11, "word": " في", "probability": 0.89501953125}, {"start": 1031.11, "end": 1031.27, "word": " هذا", "probability": 0.44482421875}, {"start": 1031.27, "end": 1031.83, "word": " المساحة", "probability": 0.9639892578125}, {"start": 1031.83, "end": 1032.27, "word": " اكبر", "probability": 0.9358723958333334}, {"start": 1032.27, "end": 1032.47, "word": " من", "probability": 0.89013671875}, {"start": 1032.47, "end": 1032.77, "word": " انه", "probability": 0.94677734375}, {"start": 1032.77, "end": 1033.07, "word": " يقع", "probability": 0.99169921875}, {"start": 1033.07, "end": 1033.17, "word": " في", "probability": 0.94091796875}, {"start": 1033.17, "end": 1033.33, "word": " هذا", "probability": 0.921875}, {"start": 1033.33, "end": 1033.91, "word": " المساحة", "probability": 0.9874267578125}, {"start": 1033.91, "end": 1034.51, "word": " صح", "probability": 0.845947265625}, {"start": 1034.51, "end": 1035.89, "word": " فاحنا", "probability": 0.7867838541666666}, {"start": 1035.89, "end": 1036.69, "word": " عملية", "probability": 0.9186197916666666}, {"start": 1036.69, "end": 1037.97, "word": " اختيار", "probability": 0.8948974609375}, {"start": 1037.97, "end": 1038.69, "word": " ال", "probability": 0.8115234375}, {"start": 1038.69, "end": 1039.21, "word": " solutions", "probability": 0.94580078125}, {"start": 1039.21, "end": 1039.83, "word": " تجيش", "probability": 0.69866943359375}, {"start": 1039.83, "end": 1040.47, "word": " مباشرة", "probability": 0.9892578125}, {"start": 1040.47, "end": 1041.37, "word": " من", "probability": 0.97802734375}], "temperature": 1.0}, {"id": 38, "seek": 106648, "start": 1042.1, "end": 1066.48, "text": "الراتيوز تبعدتها إلا لأننا نفعل شيء اسمه روليت ويل روليت ويل هي ببساطة شديدة كأن الكورة اللي بيلفوها في الروليت بيلفوها و بستنوا وين تجفوا فهذا نوع من ال randomization ولا لأ فهنا we can simulate الموضوع هذا بإنه we generate a random number بنشوف ال random number انه واقع في أي range ال area", "tokens": [6027, 2288, 9307, 1829, 2407, 11622, 6055, 3555, 22488, 2655, 11296, 11933, 15040, 5296, 33456, 8315, 8717, 5172, 30241, 44049, 38207, 24525, 2304, 3224, 12602, 12610, 36081, 4032, 26895, 12602, 12610, 36081, 4032, 26895, 39896, 4724, 3555, 3794, 41193, 3660, 13412, 16254, 41891, 9122, 33456, 33251, 13063, 3660, 13672, 1829, 4724, 26895, 5172, 2407, 11296, 8978, 2423, 32887, 20292, 2655, 4724, 26895, 5172, 2407, 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a", "probability": 0.6513671875}, {"start": 1060.86, "end": 1061.16, "word": " random", "probability": 0.87939453125}, {"start": 1061.16, "end": 1061.56, "word": " number", "probability": 0.96875}, {"start": 1061.56, "end": 1061.98, "word": " بنشوف", "probability": 0.8167317708333334}, {"start": 1061.98, "end": 1062.08, "word": " ال", "probability": 0.68505859375}, {"start": 1062.08, "end": 1062.32, "word": " random", "probability": 0.87841796875}, {"start": 1062.32, "end": 1062.64, "word": " number", "probability": 0.98046875}, {"start": 1062.64, "end": 1062.9, "word": " انه", "probability": 0.3316650390625}, {"start": 1062.9, "end": 1063.2, "word": " واقع", "probability": 0.9446614583333334}, {"start": 1063.2, "end": 1063.3, "word": " في", "probability": 0.93408203125}, {"start": 1063.3, "end": 1063.48, "word": " أي", "probability": 0.73779296875}, {"start": 1063.48, "end": 1063.78, "word": " range", "probability": 0.49658203125}, {"start": 1063.78, "end": 1064.72, "word": " ال", 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solutions ال solutions أنا سميتها solutions تمام بال solutions بنحطها رندمي تمام بنقيمها بنطلعني بنطلع تمام؟ بنقيمها على أساس المعادلة ال .. ايوة الفتنس نعم باخد ال minimum أحسن بعمله تزايد؟ لأ", "tokens": [5172, 39319, 8315, 8032, 1863, 25957, 1211, 4974, 2144, 23758, 20449, 8315, 47395, 14739, 3224, 3714, 43020, 36764, 24401, 9154, 6024, 114, 3615, 33911, 9957, 7251, 9566, 1211, 3615, 4724, 3794, 11933, 1829, 8592, 1975, 33753, 2304, 6027, 36081, 3224, 5551, 4587, 1211, 9154, 36764, 24401, 9154, 2423, 33599, 9154, 33251, 3555, 9640, 9154, 2423, 4386, 13672, 1829, 11331, 9381, 2655, 16095, 5551, 4117, 26890, 11933, 15730, 31439, 11933, 1829, 8592, 31439, 44945, 5016, 9566, 16247, 2288, 4587, 10943, 12602, 1863, 40448, 1829, 46811, 10943, 22807, 36632, 5551, 2288, 4587, 10943, 22807, 5551, 2288, 4587, 10943, 2423, 479, 295, 316, 2423, 6547, 2423, 6547, 41850, 8608, 2304, 36081, 11296, 6547, 46811, 10943, 20666, 6547, 44945, 5016, 9566, 11296, 12602, 1863, 40448, 1829, 46811, 10943, 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{"start": 2114.93, "end": 2115.03, "word": " ال", "probability": 0.94921875}, {"start": 2115.03, "end": 2115.35, "word": " total", "probability": 0.7705078125}, {"start": 2115.35, "end": 2116.49, "word": " error", "probability": 0.93408203125}, {"start": 2116.49, "end": 2117.29, "word": " اذا", "probability": 0.793212890625}, {"start": 2117.29, "end": 2117.45, "word": " ما", "probability": 0.7841796875}, {"start": 2117.45, "end": 2117.79, "word": " بحسب", "probability": 0.9747721354166666}, {"start": 2117.79, "end": 2117.93, "word": " ال", "probability": 0.962890625}, {"start": 2117.93, "end": 2118.17, "word": " total", "probability": 0.6376953125}, {"start": 2118.17, "end": 2118.69, "word": " fitness", "probability": 0.96044921875}, {"start": 2118.69, "end": 2119.93, "word": " بحسب", "probability": 0.7838541666666666}, {"start": 2119.93, "end": 2120.07, "word": " ال", "probability": 0.9521484375}, {"start": 2120.07, "end": 2120.35, "word": " error", "probability": 0.91796875}, 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كره و مرة و مرة و مرة الى ان زى ما قلنا مايصيرش فيه اللى هو difference ده نهاية ال example محاضرة جاى ان شاء الله بنشوف exam الاخر فيه تعديل بسيط يعنى معادل أخرى و بعد كده بنشوف مثال عملي أكتر على استخدام ال genetic algorithm ماشي أعطيكم العزيزي", "tokens": [3224, 15730, 1975, 2407, 5125, 732, 5125, 732, 23758, 4724, 25957, 43761, 6055, 38436, 32640, 4032, 45030, 25708, 3224, 9122, 2288, 3224, 4032, 3714, 25720, 4032, 3714, 25720, 4032, 3714, 25720, 2423, 7578, 16472, 30767, 7578, 19446, 12174, 1211, 8315, 19446, 1829, 9381, 13546, 8592, 8978, 3224, 13672, 7578, 31439, 2649, 11778, 3224, 8717, 11296, 10632, 2423, 1365, 3714, 5016, 46958, 25720, 10874, 995, 7578, 16472, 13412, 16606, 21984, 44945, 8592, 38688, 1139, 2423, 47283, 2288, 8978, 3224, 37279, 16254, 1211, 4724, 3794, 1829, 9566, 37495, 1863, 7578, 20449, 18513, 1211, 5551, 34740, 7578, 4032, 39182, 9122, 3215, 3224, 44945, 8592, 38688, 50113, 6027, 6225, 2304, 20292, 5551, 4117, 2655, 2288, 15844, 44713, 9778, 3215, 10943, 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