diff --git a/11_training_deep_neural_networks.ipynb b/11_training_deep_neural_networks.ipynb index 048d125..aa09c57 100644 --- a/11_training_deep_neural_networks.ipynb +++ b/11_training_deep_neural_networks.ipynb @@ -55,24 +55,6 @@ "assert sys.version_info >= (3, 7)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It also requires Scikit-Learn ≥ 1.0.1:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import sklearn\n", - "\n", - "assert sklearn.__version__ >= \"1.0.1\"" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -82,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -100,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -122,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -147,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -204,7 +186,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -214,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -240,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -281,7 +263,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -292,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -329,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -355,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -423,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -442,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -457,7 +439,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -475,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -488,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -498,7 +480,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -511,7 +493,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -552,7 +534,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -561,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -575,7 +557,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -586,7 +568,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -627,7 +609,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -690,7 +672,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -701,7 +683,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -720,7 +702,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -758,7 +740,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -770,7 +752,7 @@ " ('batch_normalization/moving_variance:0', False)]" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -781,7 +763,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -800,7 +782,7 @@ "" ] }, - "execution_count": 30, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -821,7 +803,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -832,7 +814,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -850,7 +832,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -869,7 +851,7 @@ "" ] }, - "execution_count": 33, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -897,7 +879,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -907,7 +889,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -944,7 +926,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1053,7 +1035,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -1109,7 +1091,7 @@ "[0.43168652057647705, 0.9185000061988831]" ] }, - "execution_count": 37, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1146,7 +1128,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1164,7 +1146,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -1173,7 +1155,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1183,7 +1165,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1194,7 +1176,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1208,7 +1190,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -1281,7 +1263,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -1297,7 +1279,7 @@ "[0.2546142041683197, 0.9384999871253967]" ] }, - "execution_count": 44, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -1315,7 +1297,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -1324,7 +1306,7 @@ "0.24539877300613477" ] }, - "execution_count": 45, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -1342,7 +1324,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -1371,7 +1353,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -1380,7 +1362,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -1423,7 +1405,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -1432,7 +1414,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -1475,7 +1457,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -1485,7 +1467,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -1528,7 +1510,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -1537,7 +1519,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -1580,7 +1562,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -1589,7 +1571,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -1632,7 +1614,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -1642,7 +1624,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -1685,7 +1667,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -1695,7 +1677,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -1740,7 +1722,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 60, "metadata": { "tags": [] }, @@ -1752,7 +1734,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -1802,7 +1784,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -1812,7 +1794,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 63, "metadata": { "tags": [] }, @@ -1826,7 +1808,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -1862,7 +1844,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -1934,7 +1916,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -1943,7 +1925,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -1979,7 +1961,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -2034,7 +2016,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -2044,7 +2026,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -2058,7 +2040,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -2073,7 +2055,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -2142,7 +2124,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -2179,7 +2161,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -2196,7 +2178,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -2220,7 +2202,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -2233,7 +2215,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -2305,7 +2287,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 78, "metadata": { "scrolled": true }, @@ -2347,7 +2329,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -2362,7 +2344,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ @@ -2381,7 +2363,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 81, "metadata": {}, "outputs": [ { @@ -2459,7 +2441,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 82, "metadata": {}, "outputs": [ { @@ -2496,7 +2478,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -2510,7 +2492,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 84, "metadata": {}, "outputs": [ { @@ -2579,7 +2561,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 85, "metadata": {}, "outputs": [ { @@ -2623,7 +2605,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 86, "metadata": {}, "outputs": [], "source": [ @@ -2639,7 +2621,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -2683,7 +2665,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 88, "metadata": {}, "outputs": [], "source": [ @@ -2709,7 +2691,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -2744,7 +2726,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -2772,7 +2754,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -2796,7 +2778,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ @@ -2815,7 +2797,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 93, "metadata": {}, "outputs": [ { @@ -2861,7 +2843,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -2902,7 +2884,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -2991,7 +2973,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -3009,7 +2991,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -3018,7 +3000,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -3039,7 +3021,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 99, "metadata": {}, "outputs": [ { @@ -3071,7 +3053,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -3080,7 +3062,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 101, "metadata": {}, "outputs": [], "source": [ @@ -3099,7 +3081,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 102, "metadata": {}, "outputs": [ { @@ -3147,7 +3129,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 103, "metadata": {}, "outputs": [ { @@ -3163,7 +3145,7 @@ "[0.30816400051116943, 0.8849090933799744]" ] }, - "execution_count": 104, + "execution_count": 103, "metadata": {}, "output_type": "execute_result" } @@ -3174,7 +3156,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 104, "metadata": {}, "outputs": [ { @@ -3190,7 +3172,7 @@ "[0.3628920316696167, 0.8700000047683716]" ] }, - "execution_count": 105, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" } @@ -3215,7 +3197,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 105, "metadata": {}, "outputs": [], "source": [ @@ -3224,7 +3206,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ @@ -3235,7 +3217,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 107, "metadata": {}, "outputs": [ { @@ -3245,7 +3227,7 @@ " 0.844]], dtype=float32)" ] }, - "execution_count": 108, + "execution_count": 107, "metadata": {}, "output_type": "execute_result" } @@ -3256,7 +3238,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 108, "metadata": {}, "outputs": [ { @@ -3266,7 +3248,7 @@ " 0.723], dtype=float32)" ] }, - "execution_count": 109, + "execution_count": 108, "metadata": {}, "output_type": "execute_result" } @@ -3277,7 +3259,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 109, "metadata": {}, "outputs": [ { @@ -3287,7 +3269,7 @@ " 0.183], dtype=float32)" ] }, - "execution_count": 110, + "execution_count": 109, "metadata": {}, "output_type": "execute_result" } @@ -3299,7 +3281,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 110, "metadata": {}, "outputs": [ { @@ -3308,7 +3290,7 @@ "0.8717" ] }, - "execution_count": 111, + "execution_count": 110, "metadata": {}, "output_type": "execute_result" } @@ -3321,7 +3303,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 111, "metadata": {}, "outputs": [], "source": [ @@ -3332,7 +3314,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 112, "metadata": {}, "outputs": [], "source": [ @@ -3347,7 +3329,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 113, "metadata": {}, "outputs": [ { @@ -3392,7 +3374,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 114, "metadata": {}, "outputs": [ { @@ -3402,7 +3384,7 @@ " dtype=float32)" ] }, - "execution_count": 115, + "execution_count": 114, "metadata": {}, "output_type": "execute_result" } @@ -3423,7 +3405,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 115, "metadata": {}, "outputs": [], "source": [ @@ -3434,7 +3416,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 116, "metadata": {}, "outputs": [ { @@ -3529,7 +3511,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 117, "metadata": {}, "outputs": [], "source": [ @@ -3560,7 +3542,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 118, "metadata": {}, "outputs": [], "source": [ @@ -3576,7 +3558,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 119, "metadata": {}, "outputs": [], "source": [ @@ -3595,7 +3577,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 120, "metadata": {}, "outputs": [], "source": [ @@ -3617,7 +3599,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 121, "metadata": {}, "outputs": [], "source": [ @@ -3633,7 +3615,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 122, "metadata": {}, "outputs": [ { @@ -3670,7 +3652,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 123, "metadata": {}, "outputs": [ { @@ -3756,7 +3738,7 @@ "" ] }, - "execution_count": 124, + "execution_count": 123, "metadata": {}, "output_type": "execute_result" } @@ -3769,7 +3751,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 124, "metadata": {}, "outputs": [ { @@ -3785,7 +3767,7 @@ "[1.5061508417129517, 0.4675999879837036]" ] }, - "execution_count": 125, + "execution_count": 124, "metadata": {}, "output_type": "execute_result" } @@ -3822,7 +3804,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 125, "metadata": {}, "outputs": [ { @@ -3908,7 +3890,7 @@ "[1.4236289262771606, 0.5073999762535095]" ] }, - "execution_count": 126, + "execution_count": 125, "metadata": {}, "output_type": "execute_result" } @@ -3965,7 +3947,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 126, "metadata": { "scrolled": true }, @@ -4059,7 +4041,7 @@ "[1.4607702493667603, 0.5026000142097473]" ] }, - "execution_count": 127, + "execution_count": 126, "metadata": {}, "output_type": "execute_result" } @@ -4120,7 +4102,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 127, "metadata": {}, "outputs": [ { @@ -4200,7 +4182,7 @@ "[1.4779616594314575, 0.498199999332428]" ] }, - "execution_count": 128, + "execution_count": 127, "metadata": {}, "output_type": "execute_result" } @@ -4261,7 +4243,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 128, "metadata": {}, "outputs": [], "source": [ @@ -4279,7 +4261,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 129, "metadata": {}, "outputs": [], "source": [ @@ -4302,7 +4284,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 130, "metadata": {}, "outputs": [], "source": [ @@ -4324,7 +4306,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 131, "metadata": {}, "outputs": [ { @@ -4333,7 +4315,7 @@ "0.4984" ] }, - "execution_count": 132, + "execution_count": 131, "metadata": {}, "output_type": "execute_result" } @@ -4365,7 +4347,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 132, "metadata": {}, "outputs": [], "source": [ @@ -4389,7 +4371,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 133, "metadata": {}, "outputs": [ { @@ -4421,7 +4403,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 134, "metadata": {}, "outputs": [], "source": [ @@ -4445,7 +4427,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 135, "metadata": {}, "outputs": [ { @@ -4518,7 +4500,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.9.10" }, "nav_menu": { "height": "360px", diff --git a/14_deep_computer_vision_with_cnns.ipynb b/14_deep_computer_vision_with_cnns.ipynb index 0592245..c73f34d 100644 --- a/14_deep_computer_vision_with_cnns.ipynb +++ b/14_deep_computer_vision_with_cnns.ipynb @@ -2220,7 +2220,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.9.10" }, "nav_menu": {}, "toc": { @@ -2577,8 +2577,7 @@ } } } - }, - "accelerator": "GPU" + } }, "nbformat": 4, "nbformat_minor": 4 diff --git a/15_processing_sequences_using_rnns_and_cnns.ipynb b/15_processing_sequences_using_rnns_and_cnns.ipynb index f2c41fe..f6e2e5b 100644 --- a/15_processing_sequences_using_rnns_and_cnns.ipynb +++ b/15_processing_sequences_using_rnns_and_cnns.ipynb @@ -60,28 +60,6 @@ "assert sys.version_info >= (3, 7)" ] }, - { - "cell_type": "markdown", - "metadata": { - "id": "TAlKky09pKzv" - }, - "source": [ - "It also requires Scikit-Learn ≥ 1.0.1:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "id": "YqCwW7cMpKzw" - }, - "outputs": [], - "source": [ - "import sklearn\n", - "\n", - "assert sklearn.__version__ >= \"1.0.1\"" - ] - }, { "cell_type": "markdown", "metadata": { @@ -93,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "id": "0Piq5se2pKzx" }, @@ -115,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "id": "8d4TH3NbpKzx" }, @@ -141,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "id": "PQFH5Y9PpKzy" }, @@ -170,19 +148,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "id": "Ekxzo6pOpKzy" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No GPU was detected. Neural nets can be very slow without a GPU.\n" - ] - } - ], + "outputs": [], "source": [ "if not tf.config.list_physical_devices('GPU'):\n", " print(\"No GPU was detected. Neural nets can be very slow without a GPU.\")\n", @@ -209,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -227,7 +197,7 @@ "'./datasets/ridership.tgz'" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -243,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -260,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -340,7 +310,7 @@ "2001-01-05 W 890426 557917" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -358,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -384,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -414,7 +384,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "tags": [] }, @@ -425,7 +395,7 @@ "['A', 'U', 'U']" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -443,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -454,7 +424,7 @@ "dtype: float64" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -472,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -483,7 +453,7 @@ "dtype: float64" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -502,7 +472,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -532,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -563,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -573,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -590,7 +560,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -599,7 +569,7 @@ "427758.62631318445" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -610,7 +580,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -619,7 +589,7 @@ "379044" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -630,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -639,7 +609,7 @@ "426932" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -650,7 +620,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -672,7 +642,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -681,7 +651,7 @@ "32040.72008847262" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -692,7 +662,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -719,7 +689,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -751,7 +721,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -773,7 +743,7 @@ " )]" ] }, - "execution_count": 26, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -793,7 +763,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -825,7 +795,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -847,7 +817,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -858,7 +828,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -872,7 +842,7 @@ " )]" ] }, - "execution_count": 30, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -892,7 +862,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -903,7 +873,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -927,7 +897,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1023,7 +993,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1039,7 +1009,7 @@ "37866.38006567955" ] }, - "execution_count": 34, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1059,7 +1029,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -1071,7 +1041,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1090,7 +1060,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -1176,7 +1146,7 @@ "102786.95076704025" ] }, - "execution_count": 37, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1187,7 +1157,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1200,7 +1170,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1286,7 +1256,7 @@ "29014.97296988964" ] }, - "execution_count": 39, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1305,7 +1275,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1320,7 +1290,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1406,7 +1376,7 @@ "31211.024150252342" ] }, - "execution_count": 41, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1425,7 +1395,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1436,7 +1406,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -1447,7 +1417,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -1471,7 +1441,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -1484,7 +1454,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -1570,7 +1540,7 @@ "22062.301635742188" ] }, - "execution_count": 46, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -1583,7 +1553,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -1669,7 +1639,7 @@ "25850.363075733185" ] }, - "execution_count": 47, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -1707,7 +1677,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -1716,7 +1686,7 @@ "43441.63157894738" ] }, - "execution_count": 48, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -1730,7 +1700,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -1760,7 +1730,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 49, "metadata": { "tags": [] }, @@ -1776,7 +1746,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -1821,7 +1791,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -1848,7 +1818,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -1862,7 +1832,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -1948,7 +1918,7 @@ "35017.29667186737" ] }, - "execution_count": 54, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -1961,7 +1931,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -1985,7 +1955,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -2003,7 +1973,7 @@ " [4, 5, 6]])>]" ] }, - "execution_count": 56, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -2023,7 +1993,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -2043,7 +2013,7 @@ " [5, 6]])>)]" ] }, - "execution_count": 57, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -2062,7 +2032,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -2077,7 +2047,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -2087,7 +2057,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -2102,7 +2072,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -2188,7 +2158,7 @@ "45928.88057231903" ] }, - "execution_count": 61, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -2200,7 +2170,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -2210,7 +2180,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -2252,7 +2222,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -2274,7 +2244,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -2295,7 +2265,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -2321,7 +2291,7 @@ "103751.08569860458" ] }, - "execution_count": 66, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } @@ -2347,7 +2317,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -2399,7 +2369,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -2420,7 +2390,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -2446,7 +2416,7 @@ "102874.92722272873" ] }, - "execution_count": 69, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -2465,7 +2435,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 69, "metadata": { "scrolled": true }, @@ -2487,7 +2457,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -2513,7 +2483,7 @@ "135186.25497817993" ] }, - "execution_count": 71, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -2532,7 +2502,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 71, "metadata": { "scrolled": true }, @@ -2554,7 +2524,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -2580,7 +2550,7 @@ "107093.29694509506" ] }, - "execution_count": 73, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -2613,7 +2583,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -2641,7 +2611,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -2667,7 +2637,7 @@ "115850.42625665665" ] }, - "execution_count": 75, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -2702,7 +2672,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -2725,7 +2695,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -2751,7 +2721,7 @@ "140713.95993232727" ] }, - "execution_count": 77, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -2777,7 +2747,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ @@ -2795,7 +2765,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -2809,7 +2779,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -2843,7 +2813,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -2869,7 +2839,7 @@ "95349.08086061478" ] }, - "execution_count": 81, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } @@ -2940,7 +2910,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 81, "metadata": {}, "outputs": [ { @@ -2964,7 +2934,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -2979,7 +2949,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 83, "metadata": {}, "outputs": [ { @@ -2997,7 +2967,7 @@ " 'datasets/training.tfrecord-00009-of-00010']" ] }, - "execution_count": 84, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" } @@ -3008,7 +2978,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 84, "metadata": {}, "outputs": [ { @@ -3026,7 +2996,7 @@ " 'datasets/eval.tfrecord-00009-of-00010']" ] }, - "execution_count": 85, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" } @@ -3037,7 +3007,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 85, "metadata": {}, "outputs": [], "source": [ @@ -3050,7 +3020,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 86, "metadata": {}, "outputs": [], "source": [ @@ -3060,7 +3030,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -3413,7 +3383,7 @@ " 'zigzag']" ] }, - "execution_count": 88, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -3424,7 +3394,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 88, "metadata": {}, "outputs": [], "source": [ @@ -3444,7 +3414,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -3463,7 +3433,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -3474,7 +3444,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 91, "metadata": {}, "outputs": [ { @@ -3549,7 +3519,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 92, "metadata": {}, "outputs": [ { @@ -3602,7 +3572,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 93, "metadata": {}, "outputs": [ { @@ -3629,7 +3599,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -3643,7 +3613,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -3679,7 +3649,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -3697,7 +3667,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 97, "metadata": {}, "outputs": [ { @@ -3706,7 +3676,7 @@ "0.60668993" ] }, - "execution_count": 98, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" } @@ -3717,7 +3687,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 98, "metadata": {}, "outputs": [ { @@ -3989,7 +3959,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 99, "metadata": {}, "outputs": [ { @@ -4032,7 +4002,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 100, "metadata": {}, "outputs": [ { @@ -4050,7 +4020,7 @@ "'./datasets/jsb_chorales.tgz'" ] }, - "execution_count": 101, + "execution_count": 100, "metadata": {}, "output_type": "execute_result" } @@ -4065,7 +4035,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 101, "metadata": {}, "outputs": [], "source": [ @@ -4077,7 +4047,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -4093,7 +4063,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 103, "metadata": {}, "outputs": [ { @@ -4293,7 +4263,7 @@ " [70, 65, 62, 46]]" ] }, - "execution_count": 104, + "execution_count": 103, "metadata": {}, "output_type": "execute_result" } @@ -4311,7 +4281,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 104, "metadata": {}, "outputs": [], "source": [ @@ -4338,7 +4308,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 105, "metadata": {}, "outputs": [], "source": [ @@ -4391,7 +4361,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ @@ -4421,7 +4391,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 107, "metadata": {}, "outputs": [], "source": [ @@ -4465,7 +4435,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 108, "metadata": {}, "outputs": [], "source": [ @@ -4488,7 +4458,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 109, "metadata": {}, "outputs": [ { @@ -4563,7 +4533,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 110, "metadata": {}, "outputs": [ { @@ -4618,7 +4588,7 @@ "" ] }, - "execution_count": 111, + "execution_count": 110, "metadata": {}, "output_type": "execute_result" } @@ -4646,7 +4616,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 111, "metadata": {}, "outputs": [ { @@ -4662,7 +4632,7 @@ "[0.6630987524986267, 0.8163789510726929]" ] }, - "execution_count": 112, + "execution_count": 111, "metadata": {}, "output_type": "execute_result" } @@ -4686,16 +4656,9 @@ "Now let's write a function that will generate a new chorale. We will give it a few seed chords, it will convert them to arpegios (the format expected by the model), and use the model to predict the next note, then the next, and so on. In the end, it will group the notes 4 by 4 to create chords again, and return the resulting chorale." ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Warning**: `model.predict_classes(X)` is deprecated. It is replaced with `model.predict(X).argmax(axis=-1)`." - ] - }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 112, "metadata": {}, "outputs": [], "source": [ @@ -4704,7 +4667,6 @@ " arpegio = tf.reshape(arpegio, [1, -1])\n", " for chord in range(length):\n", " for note in range(4):\n", - " #next_note = model.predict_classes(arpegio)[:1, -1:]\n", " next_note = model.predict(arpegio).argmax(axis=-1)[:1, -1:]\n", " arpegio = tf.concat([arpegio, next_note], axis=1)\n", " arpegio = tf.where(arpegio == 0, arpegio, arpegio + min_note - 1)\n", @@ -4720,7 +4682,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 113, "metadata": {}, "outputs": [], "source": [ @@ -4737,7 +4699,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 114, "metadata": {}, "outputs": [], "source": [ @@ -4756,7 +4718,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 115, "metadata": {}, "outputs": [], "source": [ @@ -4784,7 +4746,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 116, "metadata": { "scrolled": true }, @@ -4796,7 +4758,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 117, "metadata": {}, "outputs": [], "source": [ @@ -4806,7 +4768,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 118, "metadata": {}, "outputs": [], "source": [ @@ -4823,7 +4785,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 119, "metadata": {}, "outputs": [], "source": [ @@ -4832,6 +4794,7 @@ } ], "metadata": { + "accelerator": "GPU", "kernelspec": { "display_name": "Python 3", "language": "python", @@ -4847,7 +4810,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.9.10" }, "nav_menu": {}, "toc": { @@ -4858,8 +4821,7 @@ "toc_cell": false, "toc_section_display": "block", "toc_window_display": false - }, - "accelerator": "GPU" + } }, "nbformat": 4, "nbformat_minor": 4 diff --git a/16_nlp_with_rnns_and_attention.ipynb b/16_nlp_with_rnns_and_attention.ipynb index 4eff401..9cafaf9 100644 --- a/16_nlp_with_rnns_and_attention.ipynb +++ b/16_nlp_with_rnns_and_attention.ipynb @@ -60,28 +60,6 @@ "assert sys.version_info >= (3, 7)" ] }, - { - "cell_type": "markdown", - "metadata": { - "id": "TAlKky09pKzv" - }, - "source": [ - "It also requires Scikit-Learn ≥ 1.0.1:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "id": "YqCwW7cMpKzw" - }, - "outputs": [], - "source": [ - "import sklearn\n", - "\n", - "assert sklearn.__version__ >= \"1.0.1\"" - ] - }, { "cell_type": "markdown", "metadata": { @@ -93,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "id": "0Piq5se2pKzx" }, @@ -115,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "id": "8d4TH3NbpKzx" }, @@ -141,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "id": "PQFH5Y9PpKzy" }, @@ -170,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "id": "Ekxzo6pOpKzy" }, @@ -208,7 +186,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -232,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -254,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -263,7 +241,7 @@ "\"\\n !$&',-.3:;?abcdefghijklmnopqrstuvwxyz\"" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -275,7 +253,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -287,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -298,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -307,7 +285,7 @@ "39" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -318,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -327,7 +305,7 @@ "1115394" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -338,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -354,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -364,7 +342,7 @@ " )]" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -378,7 +356,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -413,7 +391,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -564,7 +542,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -584,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -597,7 +575,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -606,7 +584,7 @@ "'e'" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -626,7 +604,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -635,7 +613,7 @@ "" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -648,7 +626,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -661,7 +639,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -673,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -682,7 +660,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -701,7 +679,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -721,7 +699,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -746,7 +724,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -763,7 +741,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -777,7 +755,7 @@ " )]" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -796,7 +774,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -822,7 +800,7 @@ " [17, 18, 19]], dtype=int32)>)]" ] }, - "execution_count": 30, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -848,7 +826,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -863,7 +841,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -874,7 +852,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -894,7 +872,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1057,7 +1035,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -1077,7 +1055,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1086,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -1095,7 +1073,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1108,7 +1086,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1135,7 +1113,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -1295,7 +1273,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1321,7 +1299,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1339,7 +1317,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -1383,7 +1361,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -1426,7 +1404,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -1449,7 +1427,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -1485,7 +1463,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -1494,7 +1472,7 @@ "" ] }, - "execution_count": 47, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -1508,7 +1486,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -1519,7 +1497,7 @@ " [ 11, 7, 1, 116, 217]])>" ] }, - "execution_count": 48, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -1537,7 +1515,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -1587,7 +1565,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -1622,7 +1600,7 @@ "" ] }, - "execution_count": 50, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -1653,7 +1631,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -1665,7 +1643,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -1680,7 +1658,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -1700,7 +1678,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -1716,7 +1694,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -1725,7 +1703,7 @@ "['', '[UNK]', 'the', 'i', 'to', 'you', 'tom', 'a', 'is', 'he']" ] }, - "execution_count": 55, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -1736,7 +1714,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -1745,7 +1723,7 @@ "['', '[UNK]', 'startofseq', 'endofseq', 'de', 'que', 'a', 'no', 'tom', 'la']" ] }, - "execution_count": 56, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -1756,7 +1734,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -1770,7 +1748,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -1781,7 +1759,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -1798,7 +1776,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -1808,7 +1786,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -1818,7 +1796,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -1835,7 +1813,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -1870,7 +1848,7 @@ "" ] }, - "execution_count": 63, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -1886,7 +1864,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -1906,7 +1884,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -1915,7 +1893,7 @@ "'me gusta el fútbol'" ] }, - "execution_count": 65, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -1933,7 +1911,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -1942,7 +1920,7 @@ "'me gusta el fútbol y a veces mismo al bus'" ] }, - "execution_count": 66, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } @@ -1967,7 +1945,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -1978,7 +1956,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -1996,7 +1974,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -2031,7 +2009,7 @@ "" ] }, - "execution_count": 69, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -2052,7 +2030,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 69, "metadata": {}, "outputs": [ { @@ -2061,7 +2039,7 @@ "'me gusta el fútbol'" ] }, - "execution_count": 70, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -2088,7 +2066,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -2133,7 +2111,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 71, "metadata": {}, "outputs": [ { @@ -2142,7 +2120,7 @@ "'me [UNK] los gatos y los gatos'" ] }, - "execution_count": 72, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -2155,7 +2133,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -2178,7 +2156,7 @@ "'me [UNK] los gatos y los gatos'" ] }, - "execution_count": 73, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -2211,7 +2189,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -2222,7 +2200,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -2243,7 +2221,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -2262,7 +2240,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -2297,7 +2275,7 @@ "" ] }, - "execution_count": 77, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -2313,7 +2291,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -2322,7 +2300,7 @@ "'me gusta el fútbol y también ir a la playa'" ] }, - "execution_count": 78, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -2333,7 +2311,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 78, "metadata": {}, "outputs": [ { @@ -2360,7 +2338,7 @@ "'me gusta el fútbol y también ir a la playa'" ] }, - "execution_count": 79, + "execution_count": 78, "metadata": {}, "output_type": "execute_result" } @@ -2380,7 +2358,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -2403,7 +2381,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ @@ -2426,7 +2404,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ @@ -2437,7 +2415,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 82, "metadata": {}, "outputs": [ { @@ -2499,7 +2477,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -2524,7 +2502,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -2535,7 +2513,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 85, "metadata": {}, "outputs": [], "source": [ @@ -2567,7 +2545,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 86, "metadata": {}, "outputs": [ { @@ -2602,7 +2580,7 @@ "" ] }, - "execution_count": 87, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" } @@ -2619,7 +2597,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -2628,7 +2606,7 @@ "'me gusta el fútbol y yo también voy a la playa'" ] }, - "execution_count": 88, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -2653,7 +2631,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 88, "metadata": {}, "outputs": [], "source": [ @@ -2664,7 +2642,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 89, "metadata": {}, "outputs": [ { @@ -2688,7 +2666,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 90, "metadata": {}, "outputs": [ { @@ -2698,7 +2676,7 @@ " {'label': 'NEGATIVE', 'score': 0.9811071157455444}]" ] }, - "execution_count": 91, + "execution_count": 90, "metadata": {}, "output_type": "execute_result" } @@ -2709,7 +2687,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 91, "metadata": {}, "outputs": [ { @@ -2729,7 +2707,7 @@ "[{'label': 'contradiction', 'score': 0.9790192246437073}]" ] }, - "execution_count": 92, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" } @@ -2742,7 +2720,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 92, "metadata": {}, "outputs": [ { @@ -2764,6 +2742,35 @@ "model = TFAutoModelForSequenceClassification.from_pretrained(model_name)" ] }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'input_ids': , 'attention_mask': }" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "token_ids = tokenizer([\"I like soccer. [SEP] We all love soccer!\",\n", + " \"Joe lived for a very long time. [SEP] Joe is old.\"],\n", + " padding=True, return_tensors=\"tf\")\n", + "token_ids" + ] + }, { "cell_type": "code", "execution_count": 94, @@ -2787,8 +2794,8 @@ } ], "source": [ - "token_ids = tokenizer([\"I like soccer. [SEP] We all love soccer!\",\n", - " \"Joe lived for a very long time. [SEP] Joe is old.\"],\n", + "token_ids = tokenizer([(\"I like soccer.\", \"We all love soccer!\"),\n", + " (\"Joe lived for a very long time.\", \"Joe is old.\")],\n", " padding=True, return_tensors=\"tf\")\n", "token_ids" ] @@ -2797,35 +2804,6 @@ "cell_type": "code", "execution_count": 95, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'input_ids': , 'attention_mask': }" - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "token_ids = tokenizer([(\"I like soccer.\", \"We all love soccer!\"),\n", - " (\"Joe lived for a very long time.\", \"Joe is old.\")],\n", - " padding=True, return_tensors=\"tf\")\n", - "token_ids" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "metadata": {}, "outputs": [ { "data": { @@ -2835,7 +2813,7 @@ " [-0.01478387, 1.0962474 , -0.9919954 ]], dtype=float32)>, hidden_states=None, attentions=None)" ] }, - "execution_count": 96, + "execution_count": 95, "metadata": {}, "output_type": "execute_result" } @@ -2847,7 +2825,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -2858,7 +2836,7 @@ " [0.22655967, 0.6881726 , 0.0852678 ]], dtype=float32)>" ] }, - "execution_count": 97, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } @@ -2870,7 +2848,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 97, "metadata": {}, "outputs": [ { @@ -2879,7 +2857,7 @@ "" ] }, - "execution_count": 98, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" } @@ -2891,7 +2869,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 98, "metadata": {}, "outputs": [ { @@ -2958,7 +2936,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ @@ -3001,7 +2979,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 100, "metadata": {}, "outputs": [ { @@ -3028,7 +3006,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 101, "metadata": {}, "outputs": [ { @@ -3055,7 +3033,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -3078,7 +3056,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 103, "metadata": {}, "outputs": [ { @@ -3105,7 +3083,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 104, "metadata": {}, "outputs": [], "source": [ @@ -3115,7 +3093,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 105, "metadata": {}, "outputs": [ { @@ -3124,7 +3102,7 @@ "[0, 4, 4, 4, 6, 6, 5, 5, 1, 4, 1]" ] }, - "execution_count": 106, + "execution_count": 105, "metadata": {}, "output_type": "execute_result" } @@ -3142,7 +3120,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ @@ -3164,7 +3142,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 107, "metadata": {}, "outputs": [], "source": [ @@ -3183,7 +3161,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 108, "metadata": {}, "outputs": [ { @@ -3194,7 +3172,7 @@ " dtype=int32)>" ] }, - "execution_count": 109, + "execution_count": 108, "metadata": {}, "output_type": "execute_result" } @@ -3212,7 +3190,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 109, "metadata": {}, "outputs": [ { @@ -3221,7 +3199,7 @@ "array([1.])" ] }, - "execution_count": 110, + "execution_count": 109, "metadata": {}, "output_type": "execute_result" } @@ -3239,7 +3217,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 110, "metadata": {}, "outputs": [ { @@ -3319,7 +3297,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 111, "metadata": {}, "outputs": [ { @@ -3369,7 +3347,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 112, "metadata": {}, "outputs": [], "source": [ @@ -3400,7 +3378,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 113, "metadata": {}, "outputs": [ { @@ -3435,7 +3413,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 114, "metadata": {}, "outputs": [ { @@ -3444,7 +3422,7 @@ "' ,0123456789ADFJMNOSabceghilmnoprstuvy'" ] }, - "execution_count": 115, + "execution_count": 114, "metadata": {}, "output_type": "execute_result" } @@ -3463,7 +3441,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 115, "metadata": {}, "outputs": [], "source": [ @@ -3479,7 +3457,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 116, "metadata": {}, "outputs": [], "source": [ @@ -3489,7 +3467,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 117, "metadata": {}, "outputs": [ { @@ -3498,7 +3476,7 @@ "[19, 23, 31, 34, 23, 28, 21, 23, 32, 0, 4, 2, 1, 0, 9, 2, 9, 7]" ] }, - "execution_count": 118, + "execution_count": 117, "metadata": {}, "output_type": "execute_result" } @@ -3509,7 +3487,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 118, "metadata": {}, "outputs": [ { @@ -3518,7 +3496,7 @@ "[7, 0, 7, 5, 10, 0, 9, 10, 2, 0]" ] }, - "execution_count": 119, + "execution_count": 118, "metadata": {}, "output_type": "execute_result" } @@ -3529,7 +3507,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 119, "metadata": {}, "outputs": [], "source": [ @@ -3545,7 +3523,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 120, "metadata": {}, "outputs": [], "source": [ @@ -3558,7 +3536,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 121, "metadata": {}, "outputs": [ { @@ -3567,7 +3545,7 @@ "" ] }, - "execution_count": 122, + "execution_count": 121, "metadata": {}, "output_type": "execute_result" } @@ -3594,7 +3572,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 122, "metadata": {}, "outputs": [ { @@ -3685,7 +3663,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 123, "metadata": {}, "outputs": [], "source": [ @@ -3703,7 +3681,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 124, "metadata": {}, "outputs": [], "source": [ @@ -3712,7 +3690,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 125, "metadata": {}, "outputs": [ { @@ -3746,7 +3724,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 126, "metadata": {}, "outputs": [], "source": [ @@ -3755,7 +3733,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 127, "metadata": {}, "outputs": [ { @@ -3782,7 +3760,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 128, "metadata": {}, "outputs": [], "source": [ @@ -3802,7 +3780,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 129, "metadata": {}, "outputs": [ { @@ -3811,7 +3789,7 @@ "['2020-05-02', '1789-07-14']" ] }, - "execution_count": 130, + "execution_count": 129, "metadata": {}, "output_type": "execute_result" } @@ -3858,7 +3836,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 130, "metadata": {}, "outputs": [], "source": [ @@ -3882,7 +3860,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 131, "metadata": {}, "outputs": [ { @@ -3898,7 +3876,7 @@ " [12, 8, 9, ..., 8, 11, 3]], dtype=int32)>" ] }, - "execution_count": 132, + "execution_count": 131, "metadata": {}, "output_type": "execute_result" } @@ -3916,7 +3894,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 132, "metadata": {}, "outputs": [ { @@ -3997,7 +3975,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 133, "metadata": {}, "outputs": [], "source": [ @@ -4017,7 +3995,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 134, "metadata": {}, "outputs": [ { @@ -4026,7 +4004,7 @@ "['1789-07-14', '2020-05-01']" ] }, - "execution_count": 135, + "execution_count": 134, "metadata": {}, "output_type": "execute_result" } @@ -4074,7 +4052,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 135, "metadata": {}, "outputs": [ { @@ -4103,7 +4081,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 136, "metadata": {}, "outputs": [ { @@ -4129,7 +4107,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 137, "metadata": {}, "outputs": [ { @@ -4138,7 +4116,7 @@ "{'input_ids': [3570, 1473], 'attention_mask': [1, 1]}" ] }, - "execution_count": 138, + "execution_count": 137, "metadata": {}, "output_type": "execute_result" } @@ -4149,7 +4127,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 138, "metadata": {}, "outputs": [ { @@ -4160,7 +4138,7 @@ " 16187]], dtype=int32)>" ] }, - "execution_count": 139, + "execution_count": 138, "metadata": {}, "output_type": "execute_result" } @@ -4182,7 +4160,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 139, "metadata": {}, "outputs": [ { @@ -4221,7 +4199,7 @@ " 504, 239, 249, 825, 512]], dtype=int32)>" ] }, - "execution_count": 140, + "execution_count": 139, "metadata": {}, "output_type": "execute_result" } @@ -4253,7 +4231,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 140, "metadata": {}, "outputs": [ { diff --git a/18_reinforcement_learning.ipynb b/18_reinforcement_learning.ipynb index 1ba2100..522014d 100644 --- a/18_reinforcement_learning.ipynb +++ b/18_reinforcement_learning.ipynb @@ -60,28 +60,6 @@ "assert sys.version_info >= (3, 7)" ] }, - { - "cell_type": "markdown", - "metadata": { - "id": "TAlKky09pKzv" - }, - "source": [ - "It also requires Scikit-Learn ≥ 1.0.1:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "id": "YqCwW7cMpKzw" - }, - "outputs": [], - "source": [ - "import sklearn\n", - "\n", - "assert sklearn.__version__ >= \"1.0.1\"" - ] - }, { "cell_type": "markdown", "metadata": { @@ -93,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "id": "0Piq5se2pKzx" }, @@ -115,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "id": "8d4TH3NbpKzx" }, @@ -143,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "id": "PQFH5Y9PpKzy" }, @@ -172,19 +150,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "id": "Ekxzo6pOpKzy" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No GPU was detected. Neural nets can be very slow without a GPU.\n" - ] - } - ], + "outputs": [], "source": [ "if not tf.config.list_physical_devices('GPU'):\n", " print(\"No GPU was detected. Neural nets can be very slow without a GPU.\")\n", @@ -204,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -230,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -258,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -283,7 +253,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -297,7 +267,7 @@ " '...']" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -317,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -326,7 +296,7 @@ "array([ 0.0273956 , -0.00611216, 0.03585979, 0.0197368 ], dtype=float32)" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -352,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -361,7 +331,7 @@ "(400, 600, 3)" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -373,7 +343,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -412,7 +382,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -421,7 +391,7 @@ "Discrete(2)" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -446,7 +416,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -455,7 +425,7 @@ "array([ 0.02727336, 0.18847767, 0.03625453, -0.26141977], dtype=float32)" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -475,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -514,7 +484,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -523,7 +493,7 @@ "1.0" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -541,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -550,7 +520,7 @@ "False" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -568,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -577,7 +547,7 @@ "{}" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -595,7 +565,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -626,7 +596,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -650,7 +620,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -659,7 +629,7 @@ "(41.698, 8.389445512070509, 24.0, 63.0)" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -686,7 +656,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -746,7 +716,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -783,7 +753,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -836,7 +806,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -868,7 +838,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -901,7 +871,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -930,7 +900,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -939,7 +909,7 @@ "array([-22, -40, -50])" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -957,7 +927,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": { "scrolled": true }, @@ -969,7 +939,7 @@ " array([1.26665318, 1.0727777 ])]" ] }, - "execution_count": 30, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -981,7 +951,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -993,7 +963,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -1012,7 +982,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1022,7 +992,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1058,7 +1028,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -1083,7 +1053,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1151,7 +1121,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -1177,7 +1147,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1188,7 +1158,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -1210,7 +1180,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -1221,7 +1191,7 @@ " [ -inf, 50.13365013, -inf]])" ] }, - "execution_count": 40, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1232,7 +1202,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1241,7 +1211,7 @@ "array([0, 0, 1])" ] }, - "execution_count": 41, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1280,7 +1250,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1300,7 +1270,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -1317,7 +1287,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -1330,7 +1300,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -1355,7 +1325,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -1407,7 +1377,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -1432,7 +1402,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -1453,7 +1423,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -1471,7 +1441,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -1503,7 +1473,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -1526,7 +1496,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -1546,7 +1516,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -1560,7 +1530,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -1596,7 +1566,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "metadata": { "scrolled": true }, @@ -1635,7 +1605,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -1664,7 +1634,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -1695,7 +1665,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -1719,7 +1689,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -1736,7 +1706,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -1780,7 +1750,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -1829,7 +1799,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -1857,7 +1827,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 62, "metadata": { "scrolled": true, "tags": [] @@ -1884,7 +1854,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -1968,7 +1938,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -1996,7 +1966,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 65, "metadata": { "scrolled": true }, @@ -2015,7 +1985,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -2041,7 +2011,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -2093,7 +2063,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -2121,7 +2091,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 69, "metadata": { "scrolled": true }, @@ -2140,7 +2110,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -2199,7 +2169,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -2215,7 +2185,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -2224,7 +2194,7 @@ "Box(-inf, inf, (8,), float32)" ] }, - "execution_count": 73, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -2235,7 +2205,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -2245,7 +2215,7 @@ " -0.05269805, 0. , 0. ], dtype=float32)" ] }, - "execution_count": 74, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -2275,7 +2245,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -2284,7 +2254,7 @@ "Discrete(4)" ] }, - "execution_count": 75, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -2313,7 +2283,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -2347,7 +2317,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -2388,7 +2358,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ @@ -2417,7 +2387,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -2436,7 +2406,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -2453,7 +2423,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -2497,7 +2467,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 81, "metadata": {}, "outputs": [ { @@ -2530,7 +2500,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -2554,7 +2524,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [