{"segments": [{"id": 1, "seek": 4646, "start": 20.94, "end": 46.46, "text": "بسم الله الرحمن الرحيم المحاضرة هاد ان شاء الله بنكمل اخر كلمتين وقفنا عندهم المحاضرة الماضية ونبدأ في موضوع جديد موضوع جديد صحيح لكن تحت موضوع الكبير اللي هو hill search المحاضرة الماضية كنا حكينا عن ال hill climbing كان هذا المحور الأساسي للمحاضرة الماضية ال hill climbing", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 9673, 5016, 46958, 25720, 8032, 18513, 16472, 13412, 16606, 21984, 44945, 24793, 1211, 1975, 34740, 9122, 19528, 2655, 9957, 4032, 4587, 5172, 8315, 43242, 16095, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 4032, 1863, 44510, 10721, 8978, 3714, 2407, 11242, 45367, 10874, 16254, 3215, 3714, 2407, 11242, 45367, 10874, 16254, 3215, 20328, 5016, 1829, 5016, 44381, 6055, 33753, 3714, 2407, 11242, 45367, 33251, 3555, 13546, 13672, 1829, 31439, 10997, 3164, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 9122, 8315, 11331, 4117, 1829, 8315, 18871, 2423, 10997, 14780, 25961, 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"end": 154.38, "text": "حكينا عن مخارج او حلول او alternatives او modifications لل hill climbing اللى ممكن تخرجها من هذه ال minimum ايش قلنا تلت حلول خلينا نطبع عليهم على السريع اللى هو ال variants كلنا سميناهم variants of hill climbing ال stochastic hill climbing ال first choice hill climbing و ال random restart hill climbing نبدأ من الآخر", "tokens": [5016, 4117, 1829, 8315, 18871, 3714, 9778, 9640, 7435, 1975, 2407, 11331, 1211, 12610, 1975, 2407, 20478, 1975, 2407, 26881, 24976, 10997, 14780, 13672, 7578, 3714, 43020, 6055, 34740, 7435, 11296, 9154, 29538, 2423, 7285, 1975, 1829, 8592, 12174, 1211, 8315, 6055, 1211, 2655, 11331, 1211, 12610, 16490, 20292, 8315, 8717, 9566, 3555, 3615, 25894, 16095, 15844, 21136, 16572, 3615, 13672, 7578, 31439, 2423, 21669, 28242, 8315, 8608, 2304, 1829, 8315, 16095, 21669, 295, 10997, 14780, 2423, 342, 8997, 2750, 10997, 14780, 2423, 700, 3922, 10997, 14780, 4032, 2423, 4974, 21022, 10997, 14780, 8717, 44510, 10721, 9154, 6024, 95, 34740], 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1376.65, "end": 1377.09, "word": " او", "probability": 0.919189453125}, {"start": 1377.09, "end": 1377.45, "word": " قالية", "probability": 0.8450520833333334}, {"start": 1377.45, "end": 1377.83, "word": " واحدة", "probability": 0.97705078125}, {"start": 1377.83, "end": 1377.95, "word": " او", "probability": 0.887451171875}, {"start": 1377.95, "end": 1378.45, "word": " heuristic", "probability": 0.888671875}, {"start": 1378.45, "end": 1379.63, "word": " واحدة", "probability": 0.9895833333333334}, {"start": 1379.63, "end": 1379.79, "word": " اللي", "probability": 0.792724609375}, {"start": 1379.79, "end": 1380.63, "word": " بنتبعها", "probability": 0.7986328125}, {"start": 1380.63, "end": 1380.77, "word": " في", "probability": 0.91455078125}, {"start": 1380.77, "end": 1381.23, "word": " تقييم", "probability": 0.9864908854166666}, {"start": 1381.23, "end": 1381.43, "word": " ال", "probability": 0.96044921875}, {"start": 1381.43, "end": 1383.53, "word": " states", "probability": 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{"start": 1411.38, "end": 1411.8, "word": " كل", "probability": 0.8154296875}, {"start": 1411.8, "end": 1411.96, "word": " واحد", "probability": 0.981201171875}, {"start": 1411.96, "end": 1412.12, "word": " من", "probability": 0.984375}, {"start": 1412.12, "end": 1412.26, "word": " هذه", "probability": 0.6806640625}, {"start": 1412.26, "end": 1412.8, "word": " الخيارات", "probability": 0.991455078125}, {"start": 1412.8, "end": 1413.04, "word": " ايش", "probability": 0.86669921875}, {"start": 1413.04, "end": 1413.34, "word": " ممكن", "probability": 0.926513671875}, {"start": 1413.34, "end": 1414.16, "word": " التخصم", "probability": 0.68023681640625}, {"start": 1414.16, "end": 1414.78, "word": " يعمل", "probability": 0.9617513020833334}], "temperature": 1.0}, {"id": 51, "seek": 144303, "start": 1415.37, "end": 1443.03, "text": "بقدر انا اتعمق في ال tree لاخرة لاخرة و احط تقييم لل leaf nodes لل end states احط تقييم لل leaf states يعني ايه دي اخش depth first و اقول هذه ال state ايش الانضال منها خيار خيارين تلاتة فمن احسن واحد فيهم", "tokens": [3555, 28543, 2288, 1975, 8315, 1975, 2655, 25957, 4587, 8978, 2423, 4230, 5296, 47283, 25720, 5296, 47283, 25720, 4032, 1975, 5016, 9566, 6055, 38436, 32640, 24976, 10871, 13891, 24976, 917, 4368, 1975, 5016, 9566, 6055, 38436, 32640, 24976, 10871, 4368, 37495, 22653, 1975, 1829, 3224, 11778, 1829, 1975, 9778, 8592, 7161, 700, 4032, 1975, 39648, 29538, 2423, 1785, 1975, 1829, 8592, 2423, 7649, 11242, 6027, 9154, 11296, 16490, 1829, 9640, 16490, 1829, 9640, 9957, 6055, 1211, 9307, 3660, 6156, 27842, 1975, 5016, 3794, 1863, 36764, 24401, 8978, 16095], "avg_logprob": -0.22735252675045742, "compression_ratio": 1.696808510638298, "no_speech_prob": 0.0, "words": [{"start": 1415.37, "end": 1415.87, "word": "بقدر", "probability": 0.8623046875}, {"start": 1415.87, "end": 1416.25, "word": " انا", "probability": 0.744140625}, {"start": 1416.25, "end": 1417.27, "word": " اتعمق", "probability": 0.943603515625}, {"start": 1417.27, "end": 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1427.13, "word": " end", "probability": 0.6220703125}, {"start": 1427.13, "end": 1428.21, "word": " states", "probability": 0.9619140625}, {"start": 1428.21, "end": 1429.75, "word": " احط", "probability": 0.8597005208333334}, {"start": 1429.75, "end": 1430.21, "word": " تقييم", "probability": 0.9708658854166666}, {"start": 1430.21, "end": 1430.77, "word": " لل", "probability": 0.90185546875}, {"start": 1430.77, "end": 1431.07, "word": " leaf", "probability": 0.77734375}, {"start": 1431.07, "end": 1431.67, "word": " states", "probability": 0.75537109375}, {"start": 1431.67, "end": 1432.03, "word": " يعني", "probability": 0.8857421875}, {"start": 1432.03, "end": 1432.35, "word": " ايه", "probability": 0.92138671875}, {"start": 1432.35, "end": 1432.51, "word": " دي", "probability": 0.603515625}, {"start": 1432.51, "end": 1433.27, "word": " اخش", "probability": 0.7657877604166666}, {"start": 1433.27, "end": 1433.55, "word": " depth", "probability": 0.61962890625}, {"start": 1433.55, "end": 1434.11, "word": " first", "probability": 0.884765625}, {"start": 1434.11, "end": 1434.73, "word": " و", "probability": 0.90234375}, {"start": 1434.73, "end": 1435.11, "word": " اقول", "probability": 0.888916015625}, {"start": 1435.11, "end": 1435.61, "word": " هذه", "probability": 0.427978515625}, {"start": 1435.61, "end": 1436.49, "word": " ال", "probability": 0.96728515625}, {"start": 1436.49, "end": 1437.05, "word": " state", "probability": 0.8056640625}, {"start": 1437.05, "end": 1437.71, "word": " ايش", "probability": 0.7415364583333334}, {"start": 1437.71, "end": 1438.25, "word": " الانضال", "probability": 0.60565185546875}, {"start": 1438.25, "end": 1438.69, "word": " منها", "probability": 0.992431640625}, {"start": 1438.69, "end": 1439.37, "word": " خيار", "probability": 0.9039713541666666}, {"start": 1439.37, "end": 1439.89, "word": " خيارين", "probability": 0.7850341796875}, {"start": 1439.89, "end": 1440.55, "word": " تلاتة", "probability": 0.9261474609375}, {"start": 1440.55, "end": 1441.41, "word": " فمن", "probability": 0.4219970703125}, {"start": 1441.41, "end": 1442.31, "word": " احسن", "probability": 0.921630859375}, {"start": 1442.31, "end": 1442.59, "word": " واحد", "probability": 0.994384765625}, {"start": 1442.59, "end": 1443.03, "word": " فيهم", "probability": 0.95849609375}], "temperature": 1.0}, {"id": 52, "seek": 147432, "start": 1444.82, "end": 1474.32, "text": "و أسجل الخيارة كل واحد منهم إيش ال valley تبعه وبعدين أنا أشوف هذه ال state في دور من إذا في دور من أنا أعلم إن من هيبحث عن الخيار الأقل لأن الأقل هو أقل إلي هو مكسب إله الأقل هنا يعني هنا هذا أحسن إلي لكن هذا أحسن لمن مصبوط صح هذا يعني الرقم العالي", "tokens": [2407, 5551, 3794, 7435, 1211, 33962, 1829, 9640, 3660, 28242, 36764, 24401, 9154, 16095, 11933, 1829, 8592, 2423, 17636, 6055, 3555, 3615, 3224, 46599, 22488, 9957, 41850, 5551, 8592, 38688, 29538, 2423, 1785, 8978, 11778, 13063, 9154, 11933, 15730, 8978, 11778, 13063, 9154, 41850, 5551, 3615, 19528, 36145, 9154, 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{"start": 1631.48, "end": 1631.96, "word": " one", "probability": 0.9013671875}, {"start": 1631.96, "end": 1632.72, "word": " مظبوط", "probability": 0.840087890625}, {"start": 1632.72, "end": 1633.06, "word": " الكلام", "probability": 0.6993001302083334}, {"start": 1633.06, "end": 1633.18, "word": " ولا", "probability": 0.66357421875}, {"start": 1633.18, "end": 1633.44, "word": " لأ", "probability": 0.776123046875}, {"start": 1633.44, "end": 1634.22, "word": " هتمثل", "probability": 0.8091796875}, {"start": 1634.22, "end": 1634.28, "word": " ال", "probability": 0.810546875}, {"start": 1634.28, "end": 1634.58, "word": " minimum", "probability": 0.93896484375}, {"start": 1634.58, "end": 1635.78, "word": " نعم", "probability": 0.681396484375}, {"start": 1635.78, "end": 1636.5, "word": " هتمثل", "probability": 0.909765625}, {"start": 1636.5, "end": 1636.86, "word": " القيمة", "probability": 0.94384765625}, {"start": 1636.86, "end": 1637.08, "word": " الأعلى", "probability": 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"word": " two,", "probability": 0.93994140625}, {"start": 1654.27, "end": 1654.63, "word": " three", "probability": 0.93505859375}, {"start": 1654.63, "end": 1656.03, "word": " actions،", "probability": 0.85986328125}, {"start": 1656.03, "end": 1656.59, "word": " وأنا", "probability": 0.43853759765625}, {"start": 1656.59, "end": 1656.97, "word": " أهم", "probability": 0.869140625}, {"start": 1656.97, "end": 1657.27, "word": " أن", "probability": 0.4541015625}, {"start": 1657.27, "end": 1657.49, "word": " هذا", "probability": 0.52294921875}, {"start": 1657.49, "end": 1657.59, "word": " ال", "probability": 0.92431640625}, {"start": 1657.59, "end": 1657.83, "word": " action", "probability": 0.9345703125}], "temperature": 1.0}, {"id": 60, "seek": 168646, "start": 1658.1, "end": 1686.46, "text": "هيدخلني على state ال value تبعها تلاتة وهذا هيدخلني على state ال value تبعها اتنين وهذا على state ال value تبعها اتنين يبقى انا لازم اختار ال action اللي هيدخلني على state صح فهذا ببساطة هي ال minimax procedure او ال minimax algorithm فببساطة شدي ان احنا اول step في هذا ال procedure إيش expand", "tokens": [3224, 1829, 3215, 9778, 1211, 22653, 15844, 1785, 2423, 2158, 6055, 3555, 3615, 11296, 6055, 1211, 9307, 3660, 37037, 15730, 8032, 25708, 9778, 1211, 22653, 15844, 1785, 2423, 2158, 6055, 3555, 3615, 11296, 1975, 2655, 1863, 9957, 37037, 15730, 15844, 1785, 2423, 2158, 6055, 3555, 3615, 11296, 1975, 2655, 1863, 9957, 7251, 3555, 4587, 7578, 1975, 8315, 5296, 31377, 2304, 1975, 46456, 9640, 2423, 3069, 13672, 1829, 8032, 25708, 9778, 1211, 22653, 15844, 1785, 20328, 5016, 6156, 3224, 15730, 4724, 3555, 3794, 41193, 3660, 39896, 2423, 4464, 2797, 10747, 1975, 2407, 2423, 4464, 2797, 9284, 6156, 3555, 3555, 3794, 41193, 3660, 13412, 16254, 16472, 1975, 5016, 8315, 1975, 12610, 1823, 8978, 23758, 2423, 10747, 11933, 1829, 8592, 5268], "avg_logprob": -0.26470587684326813, "compression_ratio": 2.145631067961165, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 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"text": "بهذا ال value طب و ليش اخش في العملية هذه اذا كان انا اعلم ان ال parent تبعي ال parent اللي هو في دور ال max بيدور على state ال value تبعها اكبر من تلاتة و انا بدأ اخش اعمل search ادور على", "tokens": [3555, 3224, 15730, 2423, 2158, 23032, 3555, 4032, 32239, 8592, 1975, 9778, 8592, 8978, 18863, 42213, 10632, 29538, 1975, 15730, 25961, 1975, 8315, 1975, 3615, 19528, 16472, 2423, 2596, 6055, 3555, 3615, 1829, 2423, 2596, 13672, 1829, 31439, 8978, 11778, 13063, 2423, 11469, 4724, 25708, 13063, 15844, 1785, 2423, 2158, 6055, 3555, 3615, 11296, 1975, 4117, 26890, 9154, 6055, 1211, 9307, 3660, 4032, 1975, 8315, 47525, 10721, 1975, 9778, 8592, 1975, 25957, 1211, 3164, 1975, 3215, 13063, 15844], "avg_logprob": -0.22567247099514248, "compression_ratio": 1.6931818181818181, "no_speech_prob": 1.5497207641601562e-06, "words": [{"start": 2410.69, "end": 2411.15, "word": "بهذا", "probability": 0.5854899088541666}, {"start": 2411.15, "end": 2411.25, "word": " ال", "probability": 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