diff --git a/ch13/ch13_part2.ipynb b/ch13/ch13_part2.ipynb index 55e902e1..fb53a94d 100644 --- a/ch13/ch13_part2.ipynb +++ b/ch13/ch13_part2.ipynb @@ -35,11 +35,11 @@ "output_type": "stream", "text": [ "Sebastian Raschka & Vahid Mirjalili \n", - "last updated: 2019-10-26 \n", + "last updated: 2019-11-24 \n", "\n", - "numpy 1.16.4\n", - "scipy 1.2.1\n", - "matplotlib 3.1.0\n", + "numpy 1.17.3\n", + "scipy 1.3.2\n", + "matplotlib 3.1.1\n", "tensorflow 2.0.0\n" ] } @@ -98,7 +98,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEGCAYAAABvtY4XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAUUklEQVR4nO3dfWzdV33H8c/Hvo6bOgi61EFLSvOwobCqG9jcRQVmpLRshAdBwv5pJDMNLYm0FGgQEoJpEmKaNg0hVP5YkJIUNsmFCNomYmwLnUSYzB4aru0CbUM2luCmTllMNB5ylzm+9nd/2H1I4tzcYp/7uz73/ZKs2L7n3vPVTfzJ8fmd3zmOCAEA8tNRdAEAgDQIeADIFAEPAJki4AEgUwQ8AGSqVHQBL3XrrbfGhg0bii4DAJaNkZGRn0RE70KPtVTAb9iwQZVKpegyAGDZsD1+vceYogGATBHwAJApAh4AMtVSc/AA0C7GL1R1cPi0jo6dU3Wqpp7ukrb3rdXugU1av7pnSfog4AGgyY6fOq+9Q6OanplVbXZuP7CLUzUdPnFWj4xMaP9gv7ZuXrPofpJO0di+3/aTtp+yvS9lXwCwHIxfqGrv0KguTc+8EO7Pq82GLk3PaO/QqMYvVBfdV7KAt32npN2Stkh6vaR32/71VP0BwHJwcPi0pmdm67aZnpnVoeEzi+4r5Qj+NyQ9HhH/GxE1Sf8s6X0J+wOAlnd07Nw1I/er1WZDR8YmFt1XyoB/UtKA7dW2b5b0TkmvubqR7T22K7Yrk5OTCcsBgOJVp2qNtbvcWLt6kgV8RJyU9FeSHpN0TNITkmYWaHcgIsoRUe7tXfBuWwDIRk93Y2tbelYsfg1M0ousEfFgRLwxIt4q6X8k/UfK/gCg1W3vW6tSh+u2KXVYO/rWLbqv1Kto1sz/ebvm5t+/lLI/AGh1uwc2qauzfvR2dXZo18DGRfeV+k7WR2w/LenvJN0XET9N3B8AtLT1q3u0f7BfK7s6rxnJlzqslV2d2j/YvyQ3OyW90SkiBlK+PgAsR1s3r9GxfQM6NHxGR8YmVL1cU8+Kknb0rdOugY1LdierI+ov12mmcrkcbBcMAI2zPRIR5YUeY7MxAMgUAQ8AmSLgASBTBDwAZIqAB4BMEfAAkCkCHgAyRcADQKYIeADIFAEPAJki4AEgUwQ8AGSKgAeATCXdLhgAWs34haoODp/W0bFzqk7V1NNd0va+tdo9sGnJtultFQQ8gLZx/NR57R0a1fTMrGqzc1ulX5yq6fCJs3pkZEL7B/u1dfOagqtcOqmP7PuI7adsP2n7y7ZvStkfAFzP+IWq9g6N6tL0zAvh/rzabOjS9Iz2Do1q/EK1oAqXXrKAt71O0ocllSPiTkmdku5N1R8A1HNw+LSmZ2brtpmemdWh4TNNqii91BdZS5JW2i5JulnSucT9AcCCjo6du2bkfrXabOjI2ESTKkovWcBHxISkz0h6RtJzkn4WEY9d3c72HtsV25XJyclU5QBoc9WpWmPtLjfWbjlIOUVzi6T3Stooaa2kHtuDV7eLiAMRUY6Icm9vb6pyALS5nu7G1pT0rMhn7UnKKZq3SToTEZMRMS3pUUlvTtgfAFzX9r61KnW4bptSh7Wjb12TKkovZcA/I+ku2zfbtqR7JJ1M2B8AXNfugU3q6qwfeV2dHdo1sLFJFaWXcg7+cUkPSxqV9P35vg6k6g8A6lm/ukf7B/u1sqvzmpF8qcNa2dWp/YP9Wd3s5Ij6V5WbqVwuR6VSKboMABkbv1DVoeEzOjI2oerlmnpWlLSjb512DWxcluFueyQiygs+RsADwPJVL+DZbAwAMkXAA0CmCHgAyFQ+K/oBtLx22qq3FRDwAJqi3bbqbQVM0QBIrh236m0FBDyA5Npxq95WQMADSK4dt+ptBQQ8gOTacaveVkDAA0iuHbfqbQUEPIDk2nGr3lZAwANIrh236m0FBDyA5Npxq95WQMADaIqtm9fo2L4B7dxyu1Z1l2RLq7pL2rnldh3bN8BNTgmwXTAALGOFbBdse7PtJ17y8XPb+1L1BwC4UrI1SRFxStIbJMl2p6QJSUdS9QcAuFKz5uDvkfRfETHepP4AoO01K+DvlfTlhR6wvcd2xXZlcnKySeUAQP6SB7ztFZLeI+mrCz0eEQciohwR5d7e3tTlAEDbaMYI/h2SRiPiv5vQFwBgXjMCfqeuMz0DAEgnacDb7pH0u5IeTdkPAOBaSbdui4iqpNUp+wBwY5yF2p7YmxPIHGehti/2ogEyxlmo7Y2ABzLGWajtjYAHMsZZqO2NgAcyxlmo7Y2ABzLGWajtjb9VIKGilydu71urwyfO1p2m4SzUfDGCBxI5fuq8tj0wrMMnzuriVE2hF5cnbntgWMdPnU9eA2ehtjcCHkigVZYnchZqeyPggQRaaXkiZ6G2L85kBRK485Pf0MUGVrCs6i7pyU+9vQkVIVeFnMkKtDOWJ6IVEPBAAixPRCsg4IEEtvetveai5tVYnojUCHggAZYnohWkPvDjVbYftv0D2ydtvyllf0CrYHkiWkHqEfznJB2LiNdJer2kk4n7A1oGyxNRtGTLJG2/UtITkjZFg52wTBIAXp6ilklulDQp6Yu2x2wfmj+j9eri9tiu2K5MTk4mLAcA2kvKgC9J6pf0+Yjok1SV9PGrG0XEgYgoR0S5t7c3YTkA0F5SBvyzkp6NiMfnv35Yc4EPAGiCZAEfET+WdNb25vlv3SPp6VT9AQCulPo2ug9Jesj2CkmnJX0gcX8AgHlJAz4inpC04NVdAEBa3MkKAJki4AEgUwQ8AGSKgAeATBHwAJApAh4AMkXAA0CmCHgAyBQBDwCZIuABIFMEPABkioAHgEwR8ACQKQIeADKVej94oBDjF6o6OHxaR8fOqTpVU093Sdv71mr3wCatX33N0cBAlgh4ZOf4qfPaOzSq6ZlZ1WZDknRxqqbDJ87qkZEJ7R/s19bNawquEkgv6RSN7R/Z/r7tJ2xXUvYFSHMj971Do7o0PfNCuD+vNhu6ND2jvUOjGr9QLahCoHmaMQe/NSLeEBGc7ITkDg6f1vTMbN020zOzOjR8pkkVAcW5YcDb/pDtW5pRDLBYR8fOXTNyv1ptNnRkbKJJFQHFaWQE/2pJ37H9FdvbbPtlvH5Iesz2iO09CzWwvcd2xXZlcnLyZbw0cK3qVK2xdpcbawcsZzcM+Ij4U0mvlfSgpD+U9J+2/8L2rzXw+r8TEf2S3iHpPttvXeD1D0REOSLKvb29L6964Co93Y2tG+hZwfoC5K+hOfiICEk/nv+oSbpF0sO2P32D503M/3le0hFJWxZVLXAD2/vWqtRR/5fMUoe1o29dkyoCitPIHPz9tkckfVrSv0j6zYj4Y0lvlPT7dZ7XY/sVz38u6fckPbkkVQPXsXtgk7o66/+z7urs0K6BjU2qCChOIyP4X5H0voh4e0R8NSKmJSkiZiW9u87zXi3p27a/K+mEpL+PiGOLrhioY/3qHu0f7NfKrs5rRvKlDmtlV6f2D/ZzsxPagudmX1pDuVyOSoXl8li88QtVHRo+oyNjE6perqlnRUk7+tZp18BGwh1ZsT1yvWXoBDwALGP1Ap7NxgAgUwQ8AGSKgAeATBHwAJApAh4AMkXAA0CmCHgAyBQBDwCZIuABIFMEPABkioAHgEwR8ACQKQIeADJFwANApgh4AMhU8oC33Wl7zPbXU/cFAHhRM0bw90s62YR+AAAvkTTgbd8m6V2SDqXsBwBwrdQj+AckfUzS7PUa2N5ju2K7Mjk5mbgcAGgfyQLe9rslnY+IkXrtIuJARJQjotzb25uqHABoOylH8G+R9B7bP5J0WNLdtocS9gcAeIlkAR8Rn4iI2yJig6R7JX0zIgZT9QcAuBLr4AEgU6VmdBIR35L0rWb0BQCYwwgeADJFwANApgh4AMgUAQ8AmSLgASBTBDwAZIqAB4BMEfAAkCkCHgAyRcADQKYIeADIVFP2okF64xeqOjh8WkfHzqk6VVNPd0nb+9Zq98AmrV/dU3R5AApAwGfg+Knz2js0qumZWdVmQ5J0caqmwyfO6pGRCe0f7NfWzWsKrhJAszFFs8yNX6hq79CoLk3PvBDuz6vNhi5Nz2jv0KjGL1QLqhBAUQj4Ze7g8GlNz1z3yFtJ0vTMrA4Nn2lSRQBaRcozWW+yfcL2d20/ZftTqfpqZ0fHzl0zcr9abTZ0ZGyiSRUBaBUp5+CnJN0dERdtd0n6tu1/jIh/T9hn26lO1Rprd7mxdgDykfJM1oiIi/Nfds1/1B9q4mXr6W7s/+ieFVxPB9pN0jl42522n5B0XtI/RcTjC7TZY7tiuzI5OZmynCxt71urUofrtil1WDv61jWpIgCtImnAR8RMRLxB0m2Stti+c4E2ByKiHBHl3t7elOVkaffAJnV11v9r7Ors0K6BjU2qCECraMoqmoj4qaTjkrY1o792sn51j/YP9mtlV+c1I/lSh7Wyq1P7B/u52QloQylX0fTaftX85ysl/a6kH6Tqr51t3bxGx/YNaOeW27WquyRbWtVd0s4tt+vYvgFucgLalCPSXPe0/VuS/lZSp+b+I/lKRPxZveeUy+WoVCpJ6gGAHNkeiYjyQo8lW1oREd+T1Jfq9QEA9XEnKwBkioAHgEwR8ACQKQIeADJFwANApgh4AMgUAQ8AmSLgASBTBDwAZIqAB4BMEfAAkCkCHgAyRcADQKYIeADIFCcxY0mNX6jq4PBpHR07p+pUTT3dJW3vW6vdA5s4VQpoMgIeS+b4qfPaOzSq6ZlZ1WbnDpK5OFXT4RNn9cjIhPYP9nO6FNBEKY/se43t47aftv2U7ftT9YXijV+oau/QqC5Nz7wQ7s+rzYYuTc9o79Coxi9UC6oQaD8p5+Brkj4aEXdIukvSfbbvSNgfCnRw+LSmZ2brtpmemdWh4TNNqghAsoCPiOciYnT+819IOilpXar+UKyjY+euGblfrTYbOjI20aSKADRlFY3tDZo7n/XxBR7bY7tiuzI5OdmMcpBAdarWWLvLjbUDsHjJA972KkmPSNoXET+/+vGIOBAR5Ygo9/b2pi4HifR0N3a9vmcF1/WBZkka8La7NBfuD0XEoyn7QrG2961VqcN125Q6rB19zNIBzZJyFY0lPSjpZER8NlU/aA27Bzapq7P+P6euzg7tGtjYpIoApBzBv0XS+yXdbfuJ+Y93JuwPBVq/ukf7B/u1sqvzmpF8qcNa2dWp/YP93OwENFGyCdGI+Lak+r+zIytbN6/RsX0DOjR8RkfGJlS9XFPPipJ29K3TroGNhDvQZI6ov7StmcrlclQqlaLLAIBlw/ZIRJQXeozNxgAgUwQ8AGSKgAeATBHwAJApAh4AMkXAA0Cm2BhkCXCKEYBWRMAvEqcYAWhVTNEsAqcYAWhlBPwicIoRgFZGwC8CpxgBaGUE/CJwihGAVkbALwKnGAFoZcs6eYpenri9b60Onzhbd5qGU4wAFGXZjuCPnzqvbQ8M6/CJs7o4VVPoxeWJ2x4Y1vFT55PXwClGAFpZyiP7vmD7vO0nl/q1W2V5IqcYAWhlKUfwfyNpW4oXbqXlic+fYrRzy+1a1V2SLa3qLmnnltt1bN8ANzkBKEzSE51sb5D09Yi4s5H2jZ7odOcnv6GLDaxgWdVd0pOfensjXQPAstTSJzrZ3mO7YrsyOTnZ0HNYnggAN1Z4wEfEgYgoR0S5t7e3oeewPBEAbqzwgP9lbO9be81FzauxPBFAu1uWAc/yRAC4sZTLJL8s6d8kbbb9rO0/WqrXZnkiANxYsknqiNiZ6rWlF5cnHho+oyNjE6perqlnRUk7+tZp18BGwh1A20u6TPLlanSZJABgTksvkwQApEHAA0CmCHgAyFRLzcHbnpQ0/ks+/VZJP1nCcpYz3osr8X5ciffjRTm8F+sjYsG7RFsq4BfDduV6FxraDe/FlXg/rsT78aLc3wumaAAgUwQ8AGQqp4A/UHQBLYT34kq8H1fi/XhR1u9FNnPwAIAr5TSCBwC8BAEPAJla9gFve5vtU7Z/aPvjRddTJNuvsX3c9tO2n7J9f9E1Fc12p+0x218vupai2X6V7Ydt/8D2SdtvKrqmItn+yPzPyZO2v2z7pqJrWmrLOuBtd0r6a0nvkHSHpJ227yi2qkLVJH00Iu6QdJek+9r8/ZCk+yWdLLqIFvE5Scci4nWSXq82fl9sr5P0YUnl+TOjOyXdW2xVS29ZB7ykLZJ+GBGnI+KypMOS3ltwTYWJiOciYnT+819o7ge4bY+1sn2bpHdJOlR0LUWz/UpJb5X0oCRFxOWI+GmxVRWuJGml7ZKkmyWdK7ieJbfcA36dpLMv+fpZtXGgvZTtDZL6JD1ebCWFekDSxyTNFl1IC9goaVLSF+enrA7ZbttDEyJiQtJnJD0j6TlJP4uIx4qtaukt94DHAmyvkvSIpH0R8fOi6ymC7XdLOh8RI0XX0iJKkvolfT4i+iRVJbXtNSvbt2jut/2NktZK6rE9WGxVS2+5B/yEpNe85Ovb5r/Xtmx3aS7cH4qIR4uup0BvkfQe2z/S3NTd3baHii2pUM9KejYinv+N7mHNBX67epukMxExGRHTkh6V9OaCa1pyyz3gvyPptbY32l6huYskXyu4psLYtubmWE9GxGeLrqdIEfGJiLgtIjZo7t/FNyMiuxFaoyLix5LO2t48/617JD1dYElFe0bSXbZvnv+5uUcZXnROdiZrM0REzfYHJX1Dc1fBvxARTxVcVpHeIun9kr5v+4n57/1JRPxDgTWhdXxI0kPzg6HTkj5QcD2FiYjHbT8saVRzq8/GlOG2BWxVAACZWu5TNACA6yDgASBTBDwAZIqAB4BMEfAAkCkCHgAyRcADQKYIeOA6bP+27e/Zvsl2z/ze4XcWXRfQKG50Auqw/eeSbpK0UnN7ufxlwSUBDSPggTrmb+v/jqT/k/TmiJgpuCSgYUzRAPWtlrRK0is0N5IHlg1G8EAdtr+mue2GN0r61Yj4YMElAQ1b1rtJAinZ/gNJ0xHxpfnzf//V9t0R8c2iawMawQgeADLFHDwAZIqAB4BMEfAAkCkCHgAyRcADQKYIeADIFAEPAJn6f1UDQwlNPoVOAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -292,7 +292,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -367,7 +367,7 @@ "text": [ "Train on 10 samples\n", "Epoch 1/200\n", - "10/10 [==============================] - 0s 40ms/sample - loss: 27.8562 - mae: 4.5967 - mse: 27.8562\n", + "10/10 [==============================] - 0s 31ms/sample - loss: 27.8562 - mae: 4.5967 - mse: 27.8562\n", "Epoch 2/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 18.6235 - mae: 3.7249 - mse: 18.6235\n", "Epoch 3/200\n", @@ -455,7 +455,7 @@ "Epoch 44/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4928 - mse: 0.4137\n", "Epoch 45/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4864 - mse: 0.4136\n", + "10/10 [==============================] - 0s 3ms/sample - loss: 0.4136 - mae: 0.4864 - mse: 0.4136\n", "Epoch 46/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4923 - mse: 0.4140\n", "Epoch 47/200\n", @@ -475,13 +475,13 @@ "Epoch 54/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4830 - mse: 0.4132\n", "Epoch 55/200\n", - "10/10 [==============================] - 0s 3ms/sample - loss: 0.4130 - mae: 0.4840 - mse: 0.4130\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4130 - mae: 0.4840 - mse: 0.4130\n", "Epoch 56/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4892 - mse: 0.4135\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4892 - mse: 0.4135\n", "Epoch 57/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4133 - mae: 0.4945 - mse: 0.4133\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4133 - mae: 0.4945 - mse: 0.4133\n", "Epoch 58/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4131 - mae: 0.4946 - mse: 0.4131\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4131 - mae: 0.4946 - mse: 0.4131\n", "Epoch 59/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4834 - mse: 0.4135\n", "Epoch 60/200\n", @@ -512,7 +512,13 @@ "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4884 - mse: 0.4138\n", "Epoch 73/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4141 - mae: 0.4875 - mse: 0.4141\n", - "Epoch 74/200\n", + "Epoch 74/200\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4875 - mse: 0.4136\n", "Epoch 75/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4810 - mse: 0.4136\n", @@ -527,7 +533,7 @@ "Epoch 80/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4855 - mse: 0.4138\n", "Epoch 81/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4876 - mse: 0.4132\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4132 - mae: 0.4876 - mse: 0.4132\n", "Epoch 82/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4899 - mse: 0.4138\n", "Epoch 83/200\n", @@ -571,13 +577,13 @@ "Epoch 102/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4904 - mse: 0.4139\n", "Epoch 103/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4911 - mse: 0.4138\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4911 - mse: 0.4138\n", "Epoch 104/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4912 - mse: 0.4140\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4912 - mse: 0.4140\n", "Epoch 105/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4946 - mse: 0.4139\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4946 - mse: 0.4139\n", "Epoch 106/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4861 - mse: 0.4139\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4861 - mse: 0.4139\n", "Epoch 107/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4843 - mse: 0.4135\n", "Epoch 108/200\n", @@ -607,7 +613,7 @@ "Epoch 120/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4859 - mse: 0.4136\n", "Epoch 121/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4972 - mse: 0.4136\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4972 - mse: 0.4136\n", "Epoch 122/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4900 - mse: 0.4139\n", "Epoch 123/200\n", @@ -619,7 +625,7 @@ "Epoch 126/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4916 - mse: 0.4139\n", "Epoch 127/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4923 - mse: 0.4138\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4923 - mse: 0.4138\n", "Epoch 128/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4930 - mse: 0.4138\n", "Epoch 129/200\n", @@ -649,7 +655,7 @@ "Epoch 141/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4956 - mse: 0.4137\n", "Epoch 142/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4872 - mse: 0.4137\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4872 - mse: 0.4137\n", "Epoch 143/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4895 - mse: 0.4139\n", "Epoch 144/200\n", @@ -657,49 +663,55 @@ "Epoch 145/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4940 - mse: 0.4137\n", "Epoch 146/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4884 - mse: 0.4139\n", - "Epoch 147/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4130 - mae: 0.4828 - mse: 0.4130\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4884 - mse: 0.4139\n", + "Epoch 147/200\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4130 - mae: 0.4828 - mse: 0.4130\n", "Epoch 148/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4875 - mse: 0.4140\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4875 - mse: 0.4140\n", "Epoch 149/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4133 - mae: 0.4924 - mse: 0.4133\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4133 - mae: 0.4924 - mse: 0.4133\n", "Epoch 150/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4875 - mse: 0.4137\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4875 - mse: 0.4137\n", "Epoch 151/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4866 - mse: 0.4138\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4866 - mse: 0.4138\n", "Epoch 152/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4133 - mae: 0.4924 - mse: 0.4133\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4133 - mae: 0.4924 - mse: 0.4133\n", "Epoch 153/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4889 - mse: 0.4140\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4889 - mse: 0.4140\n", "Epoch 154/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4895 - mse: 0.4140\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4895 - mse: 0.4140\n", "Epoch 155/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4835 - mse: 0.4138\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4835 - mse: 0.4138\n", "Epoch 156/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4862 - mse: 0.4139\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4862 - mse: 0.4139\n", "Epoch 157/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4868 - mse: 0.4138\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4868 - mse: 0.4138\n", "Epoch 158/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4910 - mse: 0.4138\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4910 - mse: 0.4138\n", "Epoch 159/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4858 - mse: 0.4138\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4858 - mse: 0.4138\n", "Epoch 160/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4881 - mse: 0.4139\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4881 - mse: 0.4139\n", "Epoch 161/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4895 - mse: 0.4140\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4895 - mse: 0.4140\n", "Epoch 162/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4131 - mae: 0.4949 - mse: 0.4131\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4131 - mae: 0.4949 - mse: 0.4131\n", "Epoch 163/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4830 - mse: 0.4138\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4830 - mse: 0.4138\n", "Epoch 164/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4943 - mse: 0.4135\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4943 - mse: 0.4135\n", "Epoch 165/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4824 - mse: 0.4138\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4824 - mse: 0.4138\n", "Epoch 166/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4889 - mse: 0.4140\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4889 - mse: 0.4140\n", "Epoch 167/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4134 - mae: 0.4799 - mse: 0.4134\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4134 - mae: 0.4799 - mse: 0.4134\n", "Epoch 168/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4864 - mse: 0.4137\n", "Epoch 169/200\n", @@ -709,13 +721,13 @@ "Epoch 171/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4887 - mse: 0.4137\n", "Epoch 172/200\n", - "10/10 [==============================] - 0s 3ms/sample - loss: 0.4139 - mae: 0.4906 - mse: 0.4139\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4906 - mse: 0.4139\n", "Epoch 173/200\n", - "10/10 [==============================] - 0s 3ms/sample - loss: 0.4135 - mae: 0.4860 - mse: 0.4135\n", + "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4860 - mse: 0.4135\n", "Epoch 174/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4947 - mse: 0.4135\n", "Epoch 175/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4869 - mse: 0.4139\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4869 - mse: 0.4139\n", "Epoch 176/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4864 - mse: 0.4135\n", "Epoch 177/200\n", @@ -727,13 +739,13 @@ "Epoch 180/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4901 - mse: 0.4139\n", "Epoch 181/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4932 - mse: 0.4137\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4932 - mse: 0.4137\n", "Epoch 182/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4887 - mse: 0.4138\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4887 - mse: 0.4138\n", "Epoch 183/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4905 - mse: 0.4137\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4905 - mse: 0.4137\n", "Epoch 184/200\n", - "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4861 - mse: 0.4138\n", + "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4861 - mse: 0.4138\n", "Epoch 185/200\n", "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4954 - mse: 0.4136\n", "Epoch 186/200\n", @@ -771,7 +783,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -794,12 +806,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "2.7058773 4.9710183\n" + "2.7058775 4.971019\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -901,7 +913,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'features': , 'label': }\n" + "{'features': , 'label': }\n" ] } ], @@ -954,8 +966,8 @@ { "data": { "text/plain": [ - "(,\n", - " )" + "(,\n", + " )" ] }, "execution_count": 17, @@ -1046,7 +1058,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1354,6 +1366,29 @@ "np.sum(y_probas)" ] }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import tensorflow as tf\n", + "\n", + "Z_tensor = tf.expand_dims(Z, axis=0)\n", + "tf.keras.activations.softmax(Z_tensor)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1363,12 +1398,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1412,7 +1447,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1422,7 +1457,7 @@ " 0.99990737, 0.99990829])" ] }, - "execution_count": 33, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1433,12 +1468,71 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import tensorflow as tf\n", + "\n", + "tf.keras.activations.tanh(z)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.00669285, 0.00672617, 0.00675966, ..., 0.99320669, 0.99324034,\n", + " 0.99327383])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from scipy.special import expit\n", - "log_act = expit(z)" + "\n", + "expit(z)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tf.keras.activations.sigmoid(z)" ] }, { @@ -1448,6 +1542,28 @@ "### Rectified linear unit activation" ] }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import tensorflow as tf\n", + "\n", + "tf.keras.activations.relu(z)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1466,7 +1582,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -1503,7 +1619,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1547,17 +1663,17 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'features': , 'label': }\n", + "{'features': , 'label': }\n", "\n", - "{'features': , 'label': }\n", - "(, )\n", + "{'features': , 'label': }\n", + "(, )\n", "Training Set: 116 Test Set: 34\n", "10 12 12\n", "Training Set: 116 Test Set: 34\n", @@ -1654,7 +1770,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -1662,7 +1778,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch13_part2.ipynb to script\n", - "[NbConvertApp] Writing 13644 bytes to ch13_part2.py\n" + "[NbConvertApp] Writing 13911 bytes to ch13_part2.py\n" ] } ], @@ -1687,7 +1803,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.4" }, "toc-showmarkdowntxt": false, "toc-showtags": false diff --git a/ch13/ch13_part2.py b/ch13/ch13_part2.py index 0c53cdf0..cc207828 100644 --- a/ch13/ch13_part2.py +++ b/ch13/ch13_part2.py @@ -429,6 +429,13 @@ def softmax(z): np.sum(y_probas) + + + +Z_tensor = tf.expand_dims(Z, axis=0) +tf.keras.activations.softmax(Z_tensor) + + # ### Broadening the output spectrum using a hyperbolic tangent @@ -468,11 +475,29 @@ def tanh(z): -log_act = expit(z) + +tf.keras.activations.tanh(z) + + + + + +expit(z) + + + + +tf.keras.activations.sigmoid(z) # ### Rectified linear unit activation + + + +tf.keras.activations.relu(z) + + # ## Summary # # Appendix