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"temperature": 1.0}, {"id": 41, "seek": 115717, "start": 1128.85, "end": 1157.17, "text": "value مظبوط هذا ال variable stopping distance is long فظي variable ينتبه إلى فظي set بينما هنا speed is greater than one hundred هذا crisp هو يا إما أكبر من مائمية يا إما مش أكبر من مائمية صح؟ okay ال variable speed can have any numerical value between zero و مائتين و عشرين سرعة السيارة ممكن تطلعوا هنا من صغر إلى مائتين و عشرين but the linguistic variable stopping distance", "tokens": [3337, 622, 3714, 19913, 3555, 2407, 9566, 23758, 2423, 7006, 12767, 4560, 307, 938, 6156, 19913, 1829, 7006, 7251, 29399, 3555, 3224, 30731, 6156, 19913, 1829, 992, 49374, 15042, 34105, 3073, 307, 5044, 813, 472, 3262, 23758, 22952, 31439, 35186, 11933, 15042, 5551, 4117, 26890, 9154, 3714, 16373, 2304, 10632, 35186, 11933, 15042, 37893, 5551, 4117, 26890, 9154, 3714, 16373, 2304, 10632, 20328, 5016, 22807, 1392, 2423, 7006, 3073, 393, 362, 604, 29054, 2158, 1296, 4018, 4032, 3714, 16373, 2655, 9957, 4032, 6225, 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160251, "start": 1577.09, "end": 1602.51, "text": "هذا الان نهاية ال slides تابعة lecture 4 سنكمل الان من lecture 5 اللى هى بتدخل على طول مباشرة فى موضوع ال inference موضوع ال inference بمعنى كيف fuzzy rules بدي اعمل منها او بدي اعمل express system على اساس fuzzy rules", "tokens": [3224, 15730, 2423, 7649, 8717, 11296, 10632, 2423, 9788, 6055, 16758, 27884, 7991, 1017, 8608, 1863, 24793, 1211, 2423, 7649, 9154, 7991, 1025, 13672, 7578, 8032, 7578, 39894, 3215, 9778, 1211, 15844, 23032, 12610, 3714, 3555, 33599, 25720, 6156, 7578, 3714, 2407, 11242, 45367, 2423, 38253, 3714, 2407, 11242, 45367, 2423, 38253, 4724, 2304, 3615, 1863, 7578, 9122, 33911, 34710, 4474, 4724, 16254, 1975, 25957, 1211, 9154, 11296, 1975, 2407, 4724, 16254, 1975, 25957, 1211, 5109, 1185, 15844, 24525, 32277, 34710, 4474], "avg_logprob": -0.3062876455755119, "compression_ratio": 1.6770833333333333, "no_speech_prob": 0.0, "words": [{"start": 1577.09, "end": 1577.89, "word": "هذا", "probability": 0.785400390625}, 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" باختلاف", "probability": 0.8650390625}, {"start": 1630.22, "end": 1630.74, "word": " عنه", "probability": 0.906005859375}, {"start": 1630.74, "end": 1630.96, "word": " في", "probability": 0.90576171875}, {"start": 1630.96, "end": 1631.3, "word": " حاجة", "probability": 0.9803059895833334}, {"start": 1631.3, "end": 1631.8, "word": " بسيطة", "probability": 0.991015625}], "temperature": 1.0}, {"id": 58, "seek": 165236, "start": 1632.18, "end": 1652.36, "text": "أحنا نفهم ال inference على أساس ال method الممداني و بعدين نطلع على ال inference على أساس ال method الممداني بصفة عامة الفاضي inference بصفة عامة", "tokens": [10721, 5016, 8315, 8717, 5172, 16095, 2423, 38253, 15844, 5551, 3794, 32277, 2423, 3170, 9673, 2304, 3215, 7649, 1829, 4032, 39182, 9957, 8717, 9566, 1211, 3615, 15844, 2423, 38253, 15844, 5551, 3794, 32277, 2423, 3170, 9673, 2304, 3215, 7649, 1829, 4724, 9381, 5172, 3660, 6225, 10943, 3660, 27188, 46958, 1829, 38253, 4724, 9381, 5172, 3660, 6225, 10943, 3660], "avg_logprob": -0.2625794501627906, "compression_ratio": 1.8225806451612903, "no_speech_prob": 0.0, "words": [{"start": 1632.18, "end": 1632.54, "word": "أحنا", "probability": 0.7043050130208334}, {"start": 1632.54, "end": 1633.0, "word": " نفهم", "probability": 0.9495442708333334}, {"start": 1633.0, "end": 1633.54, "word": " ال", "probability": 0.87451171875}, {"start": 1633.54, "end": 1633.92, "word": " inference", "probability": 0.77783203125}, {"start": 1633.92, "end": 1634.3, "word": " على", "probability": 0.892578125}, {"start": 1634.3, "end": 1634.68, "word": " أساس", "probability": 0.92822265625}, {"start": 1634.68, "end": 1634.82, "word": " ال", "probability": 0.59033203125}, {"start": 1634.82, "end": 1635.36, "word": " method", "probability": 0.40283203125}, {"start": 1635.36, "end": 1636.06, "word": " الممداني", "probability": 0.7228271484375}, {"start": 1636.06, "end": 1636.58, "word": " و", "probability": 0.243408203125}, {"start": 1636.58, "end": 1637.28, "word": " بعدين", "probability": 0.833984375}, {"start": 1637.28, "end": 1637.92, "word": " نطلع", "probability": 0.750732421875}, {"start": 1637.92, "end": 1638.16, "word": " على", "probability": 0.73828125}, {"start": 1638.16, "end": 1638.54, "word": " ال", "probability": 0.90576171875}, {"start": 1638.54, "end": 1639.14, "word": " inference", "probability": 0.94140625}, {"start": 1639.14, "end": 1639.4, "word": " على", "probability": 0.9326171875}, {"start": 1639.4, "end": 1639.72, "word": " أساس", "probability": 0.98583984375}, {"start": 1639.72, "end": 1639.86, "word": " ال", "probability": 0.90234375}, {"start": 1639.86, "end": 1640.3, "word": " method", "probability": 0.73193359375}, {"start": 1640.3, "end": 1640.64, "word": " الممداني", "probability": 0.844384765625}, {"start": 1640.64, "end": 1649.94, "word": " بصفة", "probability": 0.82672119140625}, {"start": 1649.94, "end": 1650.28, "word": " عامة", "probability": 0.9763997395833334}, {"start": 1650.28, "end": 1650.84, "word": " الفاضي", "probability": 0.73193359375}, {"start": 1650.84, "end": 1651.5, "word": " inference", "probability": 0.7958984375}, {"start": 1651.5, "end": 1652.0, "word": " بصفة", "probability": 0.95166015625}, {"start": 1652.0, "end": 1652.36, "word": " عامة", "probability": 0.9982096354166666}], "temperature": 1.0}, {"id": 59, "seek": 167199, "start": 1653.77, "end": 1671.99, "text": "والسيستم هذا بياخد input وعلى أساسه بيطلع output ال output هذا غالبا نحن ننظر عليه على انه decision قرار اللي بيسوي action معين فال input هذا اللي بيدخل هو عبارة عن معطيات رقمية crisp", "tokens": [2407, 6027, 3794, 1829, 14851, 2304, 23758, 4724, 1829, 47283, 3215, 4846, 4032, 3615, 23942, 5551, 3794, 32277, 3224, 4724, 1829, 9566, 1211, 3615, 5598, 2423, 5598, 23758, 32771, 6027, 3555, 995, 8717, 5016, 1863, 8717, 1863, 19913, 2288, 47356, 15844, 16472, 3224, 3537, 12174, 2288, 9640, 13672, 1829, 4724, 1829, 3794, 45865, 3069, 20449, 9957, 6156, 6027, 4846, 23758, 13672, 1829, 4724, 25708, 9778, 1211, 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{"start": 1660.45, "end": 1660.71, "word": " output", "probability": 0.90576171875}, {"start": 1660.71, "end": 1661.07, "word": " هذا", "probability": 0.84912109375}, {"start": 1661.07, "end": 1661.57, "word": " غالبا", "probability": 0.8978271484375}, {"start": 1661.57, "end": 1661.81, "word": " نحن", "probability": 0.66015625}, {"start": 1661.81, "end": 1662.13, "word": " ننظر", "probability": 0.8768310546875}, {"start": 1662.13, "end": 1662.37, "word": " عليه", "probability": 0.7939453125}, {"start": 1662.37, "end": 1662.63, "word": " على", "probability": 0.54833984375}, {"start": 1662.63, "end": 1662.87, "word": " انه", "probability": 0.74853515625}, {"start": 1662.87, "end": 1663.35, "word": " decision", "probability": 0.951171875}, {"start": 1663.35, "end": 1664.17, "word": " قرار", "probability": 0.9225260416666666}, {"start": 1664.17, "end": 1664.35, "word": " اللي", "probability": 0.57696533203125}, {"start": 1664.35, "end": 1664.77, "word": " بيسوي", "probability": 0.8817138671875}, {"start": 1664.77, "end": 1665.21, "word": " action", "probability": 0.8876953125}, {"start": 1665.21, "end": 1665.69, "word": " معين", "probability": 0.9931640625}, {"start": 1665.69, "end": 1668.19, "word": " فال", "probability": 0.4923095703125}, {"start": 1668.19, "end": 1668.47, "word": " input", "probability": 0.9873046875}, {"start": 1668.47, "end": 1668.89, "word": " هذا", "probability": 0.82958984375}, {"start": 1668.89, "end": 1669.07, "word": " اللي", "probability": 0.98291015625}, {"start": 1669.07, "end": 1669.57, "word": " بيدخل", "probability": 0.9246826171875}, {"start": 1669.57, "end": 1669.79, "word": " هو", "probability": 0.87158203125}, {"start": 1669.79, "end": 1670.07, "word": " عبارة", "probability": 0.9891357421875}, {"start": 1670.07, "end": 1670.23, "word": " عن", "probability": 0.98095703125}, {"start": 1670.23, "end": 1670.63, "word": " معطيات", "probability": 0.6741943359375}, {"start": 1670.63, "end": 1671.31, "word": " رقمية", "probability": 0.994140625}, {"start": 1671.31, "end": 1671.99, "word": " crisp", "probability": 0.474853515625}], "temperature": 1.0}, {"id": 60, "seek": 169479, "start": 1673.15, "end": 1694.79, "text": "أحنا بناء على الـ fuzzy functions بنحول الـ crisp هذا ونعطيله membership في الـ fuzzy sets لأن بناء على ال fuzzy sets الآن ال rules بتتم معالجتها استنتجنا أنه بما أن المدير الفلاني وقع في المجموعة الفلانية", "tokens": [10721, 5016, 8315, 44945, 16606, 15844, 2423, 39184, 34710, 6828, 44945, 5016, 12610, 2423, 39184, 22952, 23758, 4032, 1863, 3615, 9566, 26895, 3224, 4006, 5278, 8978, 2423, 39184, 34710, 6352, 5296, 33456, 44945, 16606, 15844, 2423, 34710, 6352, 6024, 48506, 2423, 4474, 39894, 39237, 20449, 6027, 7435, 2655, 11296, 44713, 29399, 7435, 8315, 14739, 3224, 4724, 15042, 14739, 9673, 3215, 13546, 27188, 1211, 7649, 1829, 4032, 4587, 3615, 8978, 9673, 7435, 2304, 2407, 27884, 27188, 1211, 7649, 10632], "avg_logprob": -0.29311708860759494, "compression_ratio": 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1687.87, "word": " ال", "probability": 0.8984375}, {"start": 1687.87, "end": 1688.29, "word": " rules", "probability": 0.8251953125}, {"start": 1688.29, "end": 1689.25, "word": " بتتم", "probability": 0.50146484375}, {"start": 1689.25, "end": 1690.27, "word": " معالجتها", "probability": 0.9921875}, {"start": 1690.27, "end": 1691.51, "word": " استنتجنا", "probability": 0.9591064453125}, {"start": 1691.51, "end": 1691.87, "word": " أنه", "probability": 0.5882568359375}, {"start": 1691.87, "end": 1692.09, "word": " بما", "probability": 0.965087890625}, {"start": 1692.09, "end": 1692.25, "word": " أن", "probability": 0.78857421875}, {"start": 1692.25, "end": 1692.51, "word": " المدير", "probability": 0.8606770833333334}, {"start": 1692.51, "end": 1693.21, "word": " الفلاني", "probability": 0.906005859375}, {"start": 1693.21, "end": 1693.73, "word": " وقع", "probability": 0.9334309895833334}, {"start": 1693.73, "end": 1693.83, "word": " في", "probability": 0.9609375}, {"start": 1693.83, "end": 1694.19, "word": " المجموعة", "probability": 0.9498046875}, {"start": 1694.19, "end": 1694.79, "word": " الفلانية", "probability": 0.9857177734375}], "temperature": 1.0}, {"id": 61, "seek": 171768, "start": 1695.02, "end": 1717.68, "text": "يبقى ال rule استنتاج تبع حاجة كده هذا الأمر يصبح في ال data set يعمل fire لل rule جديدة و fire لل rule التانية لما نصل للاستنتاج اللي بدنا يعني و في كل مرة بنحسب ال what ال fuzzy memberships تبع كل استنتاج اللي بنطلع", "tokens": [1829, 3555, 4587, 7578, 2423, 4978, 44713, 29399, 26108, 6055, 3555, 3615, 11331, 26108, 3660, 9122, 3215, 3224, 23758, 16247, 29973, 7251, 9381, 49628, 8978, 2423, 1412, 992, 7251, 25957, 1211, 2610, 24976, 4978, 10874, 16254, 41891, 4032, 2610, 24976, 4978, 16712, 7649, 10632, 5296, 15042, 8717, 36520, 24976, 995, 14851, 29399, 26108, 13672, 1829, 47525, 8315, 37495, 22653, 4032, 8978, 28242, 3714, 25720, 44945, 5016, 35457, 2423, 437, 2423, 34710, 2679, 7640, 6055, 3555, 3615, 28242, 44713, 29399, 26108, 13672, 1829, 44945, 9566, 1211, 3615], "avg_logprob": -0.33800286534188806, "compression_ratio": 1.7135678391959799, "no_speech_prob": 0.0, "words": [{"start": 1695.02, "end": 1695.7, "word": "يبقى", "probability": 0.69989013671875}, {"start": 1695.7, "end": 1695.96, "word": " ال", "probability": 0.53662109375}, {"start": 1695.96, "end": 1696.28, "word": " rule", "probability": 0.441650390625}, {"start": 1696.28, "end": 1697.96, "word": " استنتاج", "probability": 0.8556315104166666}, {"start": 1697.96, "end": 1698.16, "word": " تبع", "probability": 0.678955078125}, {"start": 1698.16, "end": 1698.36, "word": " حاجة", "probability": 0.80859375}, {"start": 1698.36, "end": 1698.62, "word": " كده", "probability": 0.654296875}, {"start": 1698.62, "end": 1699.14, "word": " هذا", "probability": 0.55908203125}, {"start": 1699.14, "end": 1699.44, "word": " الأمر", "probability": 0.81103515625}, {"start": 1699.44, "end": 1699.92, "word": " يصبح", "probability": 0.5579427083333334}, {"start": 1699.92, "end": 1700.08, "word": " في", "probability": 0.79443359375}, {"start": 1700.08, "end": 1701.5, "word": " ال", "probability": 0.89599609375}, {"start": 1701.5, "end": 1703.3, "word": " data", "probability": 0.796875}, {"start": 1703.3, "end": 1703.68, "word": " set", "probability": 0.5283203125}, {"start": 1703.68, "end": 1705.02, "word": " يعمل", "probability": 0.7908528645833334}, {"start": 1705.02, "end": 1705.3, "word": " fire", "probability": 0.87890625}, {"start": 1705.3, "end": 1705.48, "word": " لل", "probability": 0.430419921875}, {"start": 1705.48, "end": 1705.68, "word": " rule", "probability": 0.8232421875}, {"start": 1705.68, "end": 1706.1, "word": " جديدة", "probability": 0.91748046875}, {"start": 1706.1, "end": 1706.26, "word": " و", "probability": 0.57177734375}, {"start": 1706.26, "end": 1706.34, "word": " fire", "probability": 0.2900390625}, {"start": 1706.34, "end": 1706.5, "word": " لل", "probability": 0.8095703125}, {"start": 1706.5, "end": 1706.72, "word": " 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output بتعرف درجة المخاطرات بالظبط جديش has to be a crisp number and the input of the defossification process", "tokens": [6027, 9778, 9566, 2407, 3660, 16712, 6027, 2655, 3660, 25961, 2655, 16743, 399, 46599, 22488, 11296, 1975, 25513, 27884, 31439, 2423, 1060, 772, 3774, 16472, 27188, 19913, 1829, 8717, 32277, 854, 505, 281, 13059, 641, 5493, 457, 264, 2572, 5598, 295, 257, 18737, 1185, 575, 281, 312, 257, 22952, 1230, 2423, 2572, 5598, 39894, 3615, 28480, 11778, 47341, 3660, 9673, 9778, 41193, 2288, 9307, 20666, 19913, 3555, 9566, 10874, 16254, 8592, 575, 281, 312, 257, 22952, 1230, 293, 264, 4846, 295, 264, 1060, 772, 3774, 1399], "avg_logprob": -0.42708333812910937, "compression_ratio": 1.6026200873362446, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 2862.59, "end": 2863.23, "word": "الخطوة", "probability": 0.604931640625}, {"start": 2863.23, "end": 2863.51, "word": " التالتة", "probability": 0.8336181640625}, {"start": 2863.51, "end": 2864.59, "word": " كانت", 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