From bc537c4c7ad787692c58ab9832b7ceb7acc38b0d Mon Sep 17 00:00:00 2001 From: Niklas Date: Tue, 25 Jan 2022 14:18:58 +0100 Subject: [PATCH] Added saving and loading of the rnn model --- .../examples/recurrent_neural_network.ipynb | 107 ++++++++---------- 1 file changed, 48 insertions(+), 59 deletions(-) diff --git a/notebooks/examples/recurrent_neural_network.ipynb b/notebooks/examples/recurrent_neural_network.ipynb index 6a491b3..d4bf2ff 100644 --- a/notebooks/examples/recurrent_neural_network.ipynb +++ b/notebooks/examples/recurrent_neural_network.ipynb @@ -13,21 +13,16 @@ "execution_count": 1, "id": "24d9924a-f948-4ccf-b8ae-30674dc5fdb7", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import tensorflow as tf\n", "import pandas as pd\n", - "import matplotlib.pyplot as plt \n", + "import matplotlib.pyplot as plt\n", + "from keras.models import load_model, save_model\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense, Dropout, Lambda, SimpleRNN\n", - "\n", + "BASE_PATH = \"./saved_models/\"\n", "tf.random.set_seed(42)" ] }, @@ -53,9 +48,6 @@ "name": "stdout", "output_type": "stream", "text": [ - "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", - "11493376/11490434 [==============================] - 1s 0us/step\n", - "11501568/11490434 [==============================] - 1s 0us/step\n", "Training Data Size: (60000, 28, 28)\n", "Training Data Image shape: (28, 28)\n", "\n", @@ -101,10 +93,8 @@ "outputs": [ { "data": { - "image/png": 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woOTly5dHsSWINU2bNpU8c+ZM69rixYsl6ykLEydOtOrF4lYxvOkBAABOoNMDAACcENUDRwEAQOzJkSOHZO9qSX3awbhx4yR7V+fG4mou3vQAAAAn0OkBAABOoNMDAACcwJweAADgk57fY4wxY8eOTTKnBrzpAQAATqDTAwAAnBCXmJgYeOW4uKPGmH3haw6SUCIxMTFfqG/Ks4wanmfawbNMW0L+PHmWUePzWQbV6QEAAEitGN4CAABOoNMDAACcQKcHAAA4gU4PAABwAp0eAADgBDo9AADACXR6AACAE+j0AAAAJ9DpAQAATqDTAwAAnECnBwAAOIFODwAAcAKdHgAA4AQ6PQAAwAl0egAAgBPo9AAAACfQ6QEAAE5IH0zlvHnzJsbHx4epKUhKQkKCOXbsWFyo78uzjI4NGzYcS0xMzBfq+/I8I4/vZtoSju8mzzI6/D3LoDo98fHxZv369aFpFQJSuXLlsNyXZxkdcXFx+8JxX55n5PHdTFvC8d3kWUaHv2fJ8BYAAHACnR4AAOAEOj0AAMAJdHoAAIAT6PQAAAAn0OkBAABOoNMDAACcQKcHAAA4gU4PAABwAp0eAADgBDo9AADACUGdvQVESq9evazymDFjJJcvX17y/PnzrXolSpQIb8MAACFVp04dn9e++eabkP4s3vQAAAAn0OkBAABOoNMDAACc4OScnjNnzljlP//8U/JXX30l+ciRI1a9Pn36SM6UKVOYWueuhIQEyVOnTrWuxcXFSd65c6fkXbt2WfWY0xM79uzZI/nixYvWtZUrV0ru2rWrZP2ck6tx48aSZ86caV3LmDFjiu/vur///tsqr1q1SvKAAQOS/N8B7emnn7bKq1evlvzYY4+F9WfzpgcAADiBTg8AAHBCmh7e+uWXXySPHj1asn6VZowx27ZtC+h+hw4dkqyXUCM08uXLJ7lmzZrWtblz50a6OQjA9u3brfLkyZMlf/LJJ5KvXLli1fvtt98k6yGtUAxv6X8rXbp0sa69+eabknPkyJHin+WiU6dOWeVatWpJLliwoGT9+9J7De7p37+/5Pfee8+6liFDBsl169YNazt40wMAAJxApwcAADgh1Q9v6dU7+tW1McZMmzZN8vnz5yUnJiZa9YoXLy756quvlqxXCRljzOzZsyXrFSdlypQJstVISrZs2SSzCit1GDhwoFXWqx9jgR5uM8aYxx9/XHKNGjUi3Zw0Tw9pMbwFbc2aNZK9qzn1d7FFixZhbQdvegAAgBPo9AAAACfQ6QEAAE5IFXN6vEskn332WcmzZs2SfPr06YDud8MNN1jlhQsXStZjjd65OkePHpV87NixgH4WAnfy5EnJW7ZsiV5DELB69epZZV9zevLnz2+VO3ToIFkvZ7/qKt//f5je4Xf58uVBtRPA/1qxYoVVfumllyTPmDFDcp48eZJ1f30PvTVMyZIlrXqvvvpqsu6fHLzpAQAATqDTAwAAnJAqhrfmzJljld9///2g76Ffpy1evNi6VqxYMcl79+4N+t4IjXPnzknet29fQJ9Zt26dVdZDkix7D78nn3zSKuvDPjW946oxyVu+rIevy5cvb13TOzz7a89tt90W9M9F8uhtQhCbOnXqZJX1IcF6y5bkbu+gh8tOnDgh+YMPPrDqVaxYMVn3Tw7e9AAAACfQ6QEAAE6g0wMAAJyQKub06OMf/ImPj7fKVapUkfzyyy9L1nN4vPSxFoiswoULS27fvr117fnnn0/yM97/PVeuXJK7d+8eusYhSenT279C/H23UkpvLfHHH38E9BlvezJlyhTSNsG3DRs2WOU77rgjSi2BL1myZLHKcXFxkv/666+g77d582ar/Ouvv4bs3qHCmx4AAOAEOj0AAMAJqWJ4y7u8bcKECZLr168v2bvLo3cX2EAcPnw46M8g9AYPHmyVfQ1vIW2bOXOmZP2919sb+DNs2LCQt8l13iFNPaSsd1X/6aefItQiBEP/bt2+fbt1rWzZspIDXUZ+9uxZyXoaiffa7bffLvmhhx4KrLFhwJseAADgBDo9AADACalieEuv6jHGmKFDh4btZ+lDDRE7EhMTo90EhMm0adMkjxo1yrqmh0j0YcD+3HzzzZK9O0Ej5fRwljHG3HnnnZLnzZsX4dYgEPv375esTzTwDlW+8847kvPlyxfQvXv37i3Zu9K6SJEikmPlbytvegAAgBPo9AAAACfQ6QEAAE5IFXN6kmvMmDGS9dI57/wQvVOkdwmfVr16dcnsLhpZ+hnpjOhKSEiwylOnTpW8ZMmSgO6xcuVKyYE+2xw5clhlvVT2/vvvl+zdcRZwwbZt26xy06ZNJR89elRyz549rXo1a9YM6P6vvvqq5EmTJvms99xzzwV0v0jiTQ8AAHACnR4AAOCEVDm8pXdj3bFjh2Tv7qtfffVVkp/3N7yleZfKT5w4UXK6dOkCayyQxuhX5w0bNrSu6QMGw+muu+6yyp06dYrIz0Xgjh8/Hu0mpGmXLl2yynrrh8cff9y6pv/m6b93q1evtuqNGDFCcp8+fSSfOHHCqvfJJ58kee+2bdta9Tp37uz7/4Ao4U0PAABwAp0eAADghJgd3vr7778lb9q0ybrWrFkzyQcPHpScNWtWq54enqpWrZrkr7/+2qqnV3Zply9ftsqff/655F69eknOmDFjkp8HXJOcnbOT8xnvzr8LFiyQrFdvIXq+/PLLaDchTdOH8RpjTIcOHST7WwVZqlQpyevWrbOu6bJ+fr/99ptVT//d1Qd7f/TRR//W7KjjTQ8AAHACnR4AAOAEOj0AAMAJMTOnx3uCsp5306RJE5+f0yeu165d27pWo0YNyXrJXZ06dax63t0r/3HkyBGr3L9/f8nFixeX3LhxY6tepkyZfLYXyRPovI8VK1ZI7t69e7ia47QKFSpIXrZsmXVN78h87733Ss6cOXOyftaHH34oWe+wjtihf+9yynp4zZo1S3L79u2ta3puaa5cuaxr06dPl5w7d27J+oR0Y4xZvny5ZD2/x982L8eOHZNcrFgxq57+/XD99debWMCbHgAA4AQ6PQAAwAlRHd7Sy9Kff/5569ro0aN9fu6+++6T3KNHD8neV3r6YDW9jHXr1q1WPT0c1a9fP8neYa+5c+dKfuSRRyTXq1fPqqfvoV8lelWqVMnnNdgCPXD0s88+k7xz507JN954Y3ga5rgSJUpY5UGDBoX0/nr4muGt2KSH+jXvlIV9+/ZJ9v67QWDGjx8v2TuUpL973h2ZfXn77betst7Z3Ltbsy9XrlyR7J1iEitDWhpvegAAgBPo9AAAACdEfHhL73I8ePBgya+88opVL3v27JJHjhxpXWvVqpVkPaTl3V1SD31t3LhR8g033GDVe/fddyXr13OnT5+26q1atUryxx9/LNm786h3uEvTr4J/+eUXn/Vg69Kli2T9itefCRMmSH7zzTdD3SREwMKFC6PdBPyL9OmT/jPiXfFz4cKFSDQnTWvUqJHkpk2bWte8w12B0CuvjLEP8Na8uz+XL18+yXpFixYNug2RxpseAADgBDo9AADACXR6AACAEyI+p0fPs9DzeLJly2bV0/M26tevb11bs2aN5IkTJ0rWJy0bY8z58+cl6yXx3p0sfY2F5siRwyrrHWZ1njFjhlVPz/fxeuONN3xeg29ly5aNdhOcoreT8M6rqVu3ruQsWbKE9Od6T2l+6qmnQnp/hJ6eZ1KmTBnJu3btsurpeXXjxo0Le7vSol69eqX4HqdOnZI8e/Zsn9dKliwpuUWLFin+ubGCNz0AAMAJdHoAAIATIj68NWzYsCT/90uXLlllvSOz3pXVGGP27t0b0M964YUXJA8YMEByunTpAvp8oPQS+qTKSDm9/cDYsWMl//jjjz4/89ZbbyX5eWNic6fQaFu5cqXkESNGSF60aJFVLyEhQXJylskaYx8ArIel+/TpY9U7e/Zskp/PmjWrVQ71MBuS55577pF88OBB69rrr78e6eYgCXpoUW/XYowxBQoUkPzNN99ErE2RxJseAADgBDo9AADACREf3ipYsKDkI0eOSPbu1rllyxaf93jggQck33XXXZIbN25s1YuPj5cc6iEtRE+5cuUk//TTT1FsSdqihwC9h+1qeuj56quvTtbPWrx4seQNGzZI9neYbK1atSR37drVuuY96BDR532WGTNmjFJLoA97ff/99yVfdZX93kMfOJoadldODt70AAAAJ9DpAQAATqDTAwAAnBDxOT0rVqyQ/MUXX0jWp6AbY0z+/PklP/7449a13LlzS2ac2D163Nl7wj3CL5y76ervvTHGNGzYULLegiBz5sxhawNCQ+/ua4z9+957QjjCq169epL1/J42bdpY9fQ2L2kVb3oAAIAT6PQAAAAnRHx4Sy9x1a/WvK/ZAF9uvPHGJLMxxuzcuTPSzUkz9OG9etfryZMnp/je+vBCY+wdle+8807JHTt2tOpVqFAhxT8bkTNr1izJ3iFI73cVkdOuXTvJgwcPlqyHj13Bmx4AAOAEOj0AAMAJdHoAAIATIj6nB0ipEiVKSPZ3XAKCU6lSJcn69OWqVata9QYNGiRZn5ZujH0UTP369SU3atTIqqePo0HaUbNmTck//PCDdS1LliyRbg7+v4EDByaZXcSbHgAA4AQ6PQAAwAkMbwH4H5kyZZLcuXNn65q3DPxj5syZ0W4C4BdvegAAgBPo9AAAACfQ6QEAAE6g0wMAAJxApwcAADiBTg8AAHACnR4AAOAEOj0AAMAJdHoAAIAT4hITEwOvHBd31BizL3zNQRJKJCYm5gv1TXmWUcPzTDt4lmlLyJ8nzzJqfD7LoDo9AAAAqRXDWwAAwAl0egAAgBPo9AAAACfQ6QEAAE6g0wMAAJxApwcAADiBTg8AAHACnR4AAOAEOj0AAMAJdHoAAIAT6PQAAAAn0OkBAABOoNMDAACcQKcHAAA4gU4PAABwAp0eAADgBDo9AADACemDqZw3b97E+Pj4MDUFSUlISDDHjh2LC/V9eZbRsWHDhmOJiYn5Qn1fnmfk8d1MW8Lx3eRZRoe/ZxlUpyc+Pt6sX78+NK1CQCpXrhyW+/IsoyMuLm5fOO7L84w8vptpSzi+mzzL6PD3LBneAgAATqDTAwAAnECnBwAAOIFODwAAcEJQE5kBAEiOPXv2SL7nnnskX7lyxaq3b19Y5voDxhje9AAAAEfQ6QEAAE5geAsAEHI9evSwyrNmzZJ8/PhxyQ0aNIhYmwDe9AAAACfQ6QEAAE5I9cNbO3fulDx//nzr2vjx4yVXqVJFcqVKlXze76mnnpKcMWPGELQQANKuw4cPS27SpInkNWvWWPXi4v57TFmFChUkf/jhh2FsHWDjTQ8AAHACnR4AAOAEOj0AAMAJqXJOj56r07dvX8l//vmnz8/8/PPPkmfOnOmzXuXKlSXXqVMnuU0EYpL+juglxMYYkylTJskbN26UfObMGavetGnTJNeuXdu6VqRIkaDbVLBgQcmNGjWyrunvI2KD3lnZGPt38Nq1a31+btSoUZL1c73mmmtC2Dr8m8TERMmtWrWyri1YsECyni9btGjR8DcsQnjTAwAAnECnBwAAOCFVDm81b95c8pAhQyT7G94KVLNmzSR7X//Xr18/xfcHomnYsGGSX3nllRTf7z//+U+K76GNGDHCKpcrV05yy5YtJXtfy1977bUhbQd807spG2PMV199FdDn9BCJd1gUkXP+/HnJ3333nXVND2V//fXXkp944onwNyxCeNMDAACcQKcHAAA4IVUOb+XJk0fyCy+8ILl3795WPf0ar3jx4pJ//fVXn/c+efKkZP16zxiGt9Kqffv2Sdb/ZowxZsaMGZLfffddn/d44IEHJE+cODGErQutzz77LOjP5M2b1yrr3XQDVaZMGau8a9cuyfo7t2nTJqvetm3bksw33XSTVY/hrfDSK7YeeeQR65peDaTNmTPHKntX5iE6smbNKvmGG26wrv3222+Sjxw5ErE2RRJvegAAgBPo9AAAACfQ6QEAAE5IlXN6tC5dukh+7733rGtbtmyRnCNHjqDv3b179+Q3DDFlyZIlVvnzzz+XrOft6PklxtgnQ/vjPVE6Vi1atEjy7t27rWulS5dO8jN6DoAxxhQqVCikbdLLZL3zhfR8K23evHlW+cEHHwxpm2CbOnWqZO+cSD2fTf8OTs7u3Iisbt26WeVvv/1Wsp53l5bwpgcAADiBTg8AAHBCqh/e0gYNGmSVX3rpJcmbN28O+n4XLlxIaZMQYR06dJC8fft2yd9//31An/cOgz766KOSvYdf6qW7mTNnDqqd0XL99dcnmaNJD1X5Gs4yxv5vnJZ2iI1Vd9xxh2T9+zM+Pt6q9/rrr0tmSCt1qVKlis9rs2fPlvzyyy9b10I9xB1JvOkBAABOoNMDAACcQKcHAAA4IU3N6XnooYesco0aNSTrIyT0dvb+eOcIJWcLf4SePuV5wIAB1rWPPvpIsj6uxDsfp3///pLLly8vOUuWLFY9fXwJku/ixYtWuWfPnpInT54c0D1WrVoluVKlSqFpGMTcuXOt8tq1ayXrrRtatGhh1fN+Z5A26DmtX375pXWtc+fOkW5OyPCmBwAAOIFODwAAcEKaGt6aNm2aVd66davkQIe0tDvvvDPFbULoDR8+XPIHH3xgXdPDJnrLguzZs4e/YbB88803kr3fTV8n0WfMmNEqjxkzRnLZsmVD2DoYY+9AvmLFioA+kzt3bqtctGjRoH/uW2+9Jdm7w7P22muvBX1vhJ53eDo1400PAABwAp0eAADghFQ5vKUPQmvSpInkH3/80ap36dKlFP2chg0bpujzCM65c+cke3cAnTJlimT9arx27dpWvXvuuUdyatklOS3RO1/rZxHod9F7wGuxYsUkp0uXLoWtg5f+b7px40brWmJiYpKfueuuuwK6t96p2Rj72ephS3+7cOt7HDhwwLrG7s9IDt70AAAAJ9DpAQAATqDTAwAAnJAq5/T88MMPkn/55RfJKZ3D4/XGG29Y5bFjx4b0/rC9+OKLkkeNGmVde/jhhyXr3bWZtxNbZs2aJTk530e9C6wxxjzwwAOSb7vtNskNGjSw6jVu3FhyhQoVgv65rlq+fLlk75J1PQenRIkSkq+55hqf99OnsX/33XfWNe+Oz//wbieh5+rs3r1bsnfH/ZkzZybZPsAf3vQAAAAn0OkBAABOSJXDW3qZ+ujRoyU/++yzVr2//vorRT/n4MGDKfo8gjNy5Eif11q1aiWZIa3Y1axZM8l6GHr9+vVWvaNHjwZ973Xr1iWZjTFm6NChkp966inJ3t8J+fPnD/rnpiVnzpyxynp6gFfhwoUlt2nTRnKpUqWsenv27JGsfx9/8cUXVr18+fJJrlevnuQ+ffpY9U6fPi1Zb0mhd48Gkos3PQAAwAl0egAAgBNS5fCWpg+Y9L529fU61LuqpHv37pL1q1VEVpUqVSR7hy/0M8qSJYtk/Zoc0VetWjXJCxYskOw9VPLYsWOSDx8+LPnzzz+36n344YeSfe0QbIwxV65ckax38fXuMrx06VLJV13l3v/P511RpYcCvTp16iR5yJAhkvXzMsaYvn37Sv7qq68k58iRw6rXvHlzyfog0b1791r1unTpkuQ96tata9VjxRaSw71vPQAAcBKdHgAA4AQ6PQAAwAmpfk6Pdt999wVUzzs3QJ/OPmzYMMl6d1Fj7NOAGU8O3Nq1ayVXqlTJupYxY0bJ//nPfyTrU5iNsZ+L3pl1zZo1Vr2yZcumrLEIi+LFi/st/8P7Ha5Zs6bkt99+W7L+N+XPsmXLrPKrr74quV+/fgHdIy3ZunVrwHX1PB5NbxlijO9n4d2BWT/L1atXS65Ro4bPNug5R3oeECLrpptuinYTQoY3PQAAwAl0egAAgBPS1PBWoC5evGiV9dCJpodejDEmXbp0YWtTavf7779L1odEGmPM/v37JXsPcW3durXkPHnySNZL1I2xn5HeVfaPP/5IZouRGuh/Hy1btpR89913W/X0wZn+6KFsF3m38dBD/frQVi891J+QkODzHnq7AD2cZYy9c/MjjzyS5Oe99/C3pB6Rc/3110e7CSHDmx4AAOAEOj0AAMAJTg5vDRo0KKB6HTp0sMpFixYNR3PShFtuuUXyqVOnrGv6EEI9XOHPm2++6fOa3oW5fPnyAbYQqV369P/9daX/vRkT+PDWDTfcENI2pXZxcXFBf8Y7zK/voVeHeVfo6QOgr732WsneXaJz5swZdJuAQPGmBwAAOIFODwAAcAKdHgAA4ISozuk5fvy45Pbt21vX9PJUvbwxufSS6gkTJgT0maZNm6b457pCn3Y/fPhw61qPHj2SzF56voVe3mqMMfHx8ZJHjhwp2XuSM8JPf5fef/9961qZMmUkt2jRIqQ/9/Lly5K3bNkS0GcyZMhglatWrRrSNqU2DRs2tMp6vp13B2W9a7L+7623jPCaPHmyZO9S9Hz58kl+/vnnJRcpUuTfmo0ou3DhQrSbEDK86QEAAE6g0wMAAJwQ1eEtPdQxb94865oe3vC+/tTlkiVLSt6wYYPPe+jXuKdPn/bZpt69e0suXLiwz3qwDRgwQLJ3SGHjxo2Sly5d6vMeendl767O+rBB/cwRfocOHbLK9957r2TvAZbeHX9T6vDhw5L1Tr3ffPNNQJ/3HkB75513hqZhqZR3l/ls2bJJPnv2rHWtevXqkpOztN079Ny8eXPJ999/f9D3Q/QsWLDAKvubphDreNMDAACcQKcHAAA4IWaGt3755Rfr2po1ayTXqlXLuqZX8ujX196dPf2tMtD0ihN9sGXmzJkD+jxsffv2jXYTEELeQx+9Q1qa/h6XLl1acpYsWXx+5vz585L1MLQx9pCWv2Fp7eqrr5Y8ZsyYgD7jiltvvdUqT58+XbL+b22MMcuWLQvonm3btpV80003Sa5UqZJVz3sAKaKvQIECVrlcuXKSd+zYEenmRARvegAAgBPo9AAAACfQ6QEAAE6I6pyeO+64I8lsjDGPPfaY5K5du1rXEhISksyByp07t1X+4Ycfgr4H4Iq6deta5VmzZvmsq+dx6JwrVy6fn9HL3Ddt2hR8A409j2fOnDmSmUfi34MPPphkhhu8Wxj4mnu3ePFiq8ySdQAAgBhHpwcAADghqsNbmne5pD7g7M8///T5Of06fMaMGT7r5cyZU/KSJUuS00TASXfffbdVbtWqlWR/37nkDlX5onf69i6jb9asmWTXDxUFkuvmm2+WvH79esn+/ganNrzpAQAATqDTAwAAnECnBwAAOCFm5vR4ZcqUSfIzzzwT0Gf0luoAQuPaa6+1yhMnTpTcsGFD65o+/fyGG26Q/OWXX/q8vz4GxqtOnTqS9bEW3iMOAKTcc889J3n79u2SW7RoEY3mhAVvegAAgBPo9AAAACfE7PAWgNikh55btmxpXfOW/9G3b9+wtglAysXHx0tevXp19BoSRrzpAQAATqDTAwAAnECnBwAAOIFODwAAcAKdHgAA4AQ6PQAAwAl0egAAgBPo9AAAACfQ6QEAAE6IS0xMDLxyXNxRY8y+8DUHSSiRmJiYL9Q35VlGDc8z7eBZpi0hf548y6jx+SyD6vQAAACkVgxvAQAAJ9DpAQAATqDTAwAAnECnBwAAOIFODwAAcAKdHgAA4AQ6PQAAwAl0egAAgBPo9AAAACfQ6QEAAE6g0wMAAJxApwcAADiBTg8AAHACnR4AAOAEOj0AAMAJdHoAAIAT6PQAAAAnpA+mct68eRPj4+PD1BQkJSEhwRw7diwu1PflWUbHhg0bjiUmJuYL9X15npHHdzNtCcd3k2cZHf6eZVCdnvj4eLN+/frQtAoBqVy5cljuy7OMjri4uH3huC/PM/L4bqYt4fhu8iyjw9+zZHgLAAA4gU4PAABwAp0eAADgBDo9AADACXR6AACAE+j0AAAAJ9DpAQAATqDTAwAAnBDU5oQAACTHzz//LHnAgAGS58yZY9XbunWr5DJlyoS/YXAKb3oAAIAT6PQAAAAnMLwFAAi5VatWWeV7771Xct68eSV369bNqlegQIHwNgxO400PAABwAp0eAADgBDo9AADACczpQcyYOnWq5IULF1rXtmzZInn37t0+73H77bdLnjdvnuScOXOGoomIUWfPnpVcq1Ytyb/99ptVT88ziY+PD3eznDN//nzJzZs3t6516dJF8ksvvSQ5a9as4W8Y8P/xpgcAADiBTg8AAHACw1uIqGPHjlnlJ554QvKXX34pOVeuXFa9atWqSS5RooTk5cuXW/VWrlwpWQ91/fDDD8lrMCLq4MGDVvno0aNJ1sudO7dV/vbbbyWvX79esndH32uuuSalTYTH3r17Jbdo0UJyzZo1rXqvvfaa5Kuu4v/fRnTwLw8AADiBTg8AAHCCk8Nb+jWrMcZcvHhRsh4GmTZtms976NfmO3fuDGHr0rZ77rnHKickJEh+9tlnJT/zzDNWvTx58iR5v127dlnlKlWqSN6zZ4/kYcOGWfWGDBkSWIORbNu2bZM8duxY69q+ffuS/Ix+Zv7q9e/f3yr7Gr4sXLiwVdbfdSTPX3/9ZZU7duwo+aabbpI8e/Zsqx5DWrHvxIkTkmfNmiV5xIgRVj3vqsh/vPjii1Z54MCBIWxdaPCvEAAAOIFODwAAcAKdHgAA4IQ0NafHu3xZzylYsWKF5Dlz5lj1rly5kuT94uLifP6sH3/8UXLZsmWtayyPti1evFjypk2brGsPP/yw5JEjRwZ9b++S5Keeekry8OHDJU+cONGqx5ye8NPLyD/44IOAPpMpUyar3KZNG8lLly6VPGrUqIDu1759e6vMkvWUGzx4sFVeu3atZL18PUeOHBFrE5Jn9erVVrl3796S9XP1/i309bfR+29D/3vw/g6OFt70AAAAJ9DpAQAATojZ4a3ff/9dcqtWraxrP//8c5KfOXXqlFX+888/JScmJkquXLmyVW/Dhg1Bt+/y5cuSz507F/TnXfL3339LLlWqlHWtZcuWIf1ZDz30kGQ9vOVdZnv69GnJvIYPnaFDh0oePXq0z3rt2rWTnC9fPsl9+/a16ulrmzdvluzd+kDv3Jw/f37J+t8Dku/ChQuSvVt56ANeixYtGqkmIZn0rvidOnWyruntV/T3qHHjxla9Ro0aSZ4yZYpk7zYFa9askay3i8iYMWOQrQ4d3vQAAAAn0OkBAABOoNMDAACcEDNzepYsWWKV9dbmv/76a4rvr5eR582b17qmxzj1Kc/e5a779+9P8t433nhjituXltWpU0eyd8l61qxZQ/qzvEue/3Ho0CGrPH36dMldunQJaRtcdvbsWcnnz5+XHB8fb9V76aWXJBcqVMjn/fTWEHor/CNHjlj1smXLJvn555+XnDlz5gBajX+j52fpuZLG2M8Ssa9hw4aSvUco6blyCxYsCOh+JUuWlOz9O37gwAHJ+m9wxYoVA2tsGPCmBwAAOIFODwAAcELMDG95l7cGOqSlhzO896hatark0qVL+7yH3qX1rbfekuxrOMsY+3X91KlTA2qrqyI5xHDddddJLleunOQdO3ZY9byneSM09BLx//znP5K9r9H1Kenjxo2T7N12Qu8QO3/+fMl58uSx6g0aNEhy165dg202/sWiRYskV69e3bp2yy23RLo5SIEsWbL4vKaXoofC1VdfLdk7rSRaeNMDAACcQKcHAAA4IarDW/qVqd658d8UL15csh5aqlGjRorbpGeb+6NfA8bKazsYkyFDhiQzIuPmm2+WfMcdd0j2Dm/pw0P1gbRPP/20VW/fvn1J/hy987MxxvTo0SPYpuJfrFy5UrL+/bx169Zk3W/ZsmWS9e/M8uXLJ+t+SB59OoHOxhiTO3duyXoXe72K0hhjJk+eLFmfaFCwYEGrnl4lW6RIkWS2OLR40wMAAJxApwcAADiBTg8AAHBCVOf0vPbaa5L1Tq5e3iWSesfV5Mzj+eOPP6yyXlq7YsWKgNrxwAMPBP1zEX76NGjvyeoaJ6uHh95CQi9X9dI7nzdt2lSyd45BXFyc5CeeeEKy99RnhN7HH38suWzZspL1thBekyZNkqy3GzDG/r2rt7F45ZVXrHrdu3cPuq0InJ5fp79fxhjz+uuvS9Z/n9evX+/zfrNmzZKst6yIVbzpAQAATqDTAwAAnBDV4a1OnTpJPnr0qHUtV65ckvWyN2P+d1lcsN577z2rrHdz1bxLKWfPnh2yNiA8EhISJO/atctnvXvvvTeg++nDaLds2WJdW716teTmzZtL9rf7t0u8h4wmhx5G7tu3r+RixYql+N7w76OPPpKsfwd7D/W9ePGi5BdeeEHyhAkTrHq+DrNs166dVU8fYBno9xSB07uZnz592rq2bt06yXqo2TsMpg/4TW0HbvOmBwAAOIFODwAAcEJUh7eaNWuWZA6HefPmSR42bJjPenoX386dO1vXGNKKDXqFlncH7f/7v/8L6B5dunSRrA9M3LRpk1XvxIkTkr2H4OoVYHrHUr2CxTWXL1+WrHf09a7K8uXBBx+0yvp7i/Davn27Vf77778lp0/v+0/Fxo0bJevhKH8reR5++GHJ3333nXVt5MiRSd4PoaFXb3lPQtC/T1u0aOHzHnrFJcNbAAAAMYhODwAAcAKdHgAA4ISozumJJH0qunf5nTZmzBjJekk9ku/8+fOSjxw5Yl3TJ/SuXbtW8jfffBPQ/Xbs2JGsNunPnTp1yme9xx9/XLJ3F+5rrrlG8rXXXpusdqQ1LVu2lPzZZ59J9ved0wKth9A7fPiwz2v+tmEoV66c5BdffDHon/vkk09aZU5dj5zbb7/dKm/bti2gzw0cODAczYkI3vQAAAAn0OkBAABOSNPDW/oVXKBLZmvWrBmu5qRpeshp6NCh1rUvv/xSsr9dkv3JmTOn5OzZs0vWWwwYYy+z1Tp27GiVfS1Zx7/Th4XqXXuNMebTTz+VrIeqbr31VqveTTfdJHnixImSvcOfiA1Fixb1ec3fwbIpvTciS29bEOjfzNSGNz0AAMAJdHoAAIAT0tTwlj74zhh7d139qt27QuStt96SXKpUqTC1Lm1r3Lix5EWLFlnXMmfOLNm7465e9aRX2HkPNdSHV+rX4WXKlLHq7d69W/J1110n+fXXX7fq6SEyBGfp0qWShwwZ4rPeSy+9JLl79+7WtS+++EKyHt5Kbbu7piXRGs5Yvny5VdY7nSOysmTJIln/naxVq5ZVL2PGjJFqUsjxpgcAADiBTg8AAHACnR4AAOCEVD+n59y5c5KnTZtmXfPOLfnHI488YpVbt24t+aqr6Acmh/5vreffGGPM559/LrlSpUrJuv+lS5ckP/vss5K9p6wXKFBA8ieffCKZOTzJt2zZMqvcs2dPn3X1qeh333235EOHDln1hg0bluTnvf92EDmR3A1bby3x7rvvWtfatGkTsXa47ocffrDKH374oeT8+fNL7tq1q1UvNX9P+QsPAACcQKcHAAA4IVUOb505c0ay3mlXD2d4vfnmm5K9y2cZ0gqtXLlyWeUKFSoEfY+//vrLKjdv3lzy/PnzJevl8MYYM3PmTMnstBwa3mHikydPSvYuZdVbEughDP3MjLEPedVLpfPmzZuSpiIFvNsFFCpUSLKeOuA9IDRQ+t+D3hE9ISHBqjdlypRk3R+B0d+9e++917qmpwuMHj1a8kMPPRT+hkUIf+0BAIAT6PQAAAAnpMrhLf0Kzt+QVsmSJSX7W3GClCtdurTkzZs3W9c6deok+fjx49a1ihUrStY7KOtXq8bYOy3ffvvtkseNG2fVS+7qMPjmHf71t7u5HsLQuy57v3+5c+eWrIeovatEEDl6OMsY+8Dm3r17+/zco48+Kvmnn36SvHXrVqveiBEjJOth6cWLF1v1GOIMr379+kn2rn5t1aqV5D59+kSsTZHEmx4AAOAEOj0AAMAJdHoAAIATUsWcnl27dlll74nZ/7jhhhus8tdffx22NsGmn9HgwYOta6+++qrkK1euWNd8PaOGDRtaZf3MvcssEV5Hjx71eS1fvnxWuV69epJXrFjh83OTJk2S3KBBg+Q3DmHj3drjH975Pd26dUuynve0dD2va9CgQZJT84ndqcWSJUskT506VXLWrFmtenprkLSKNz0AAMAJdHoAAIATUsXwlvdwwlmzZiVZr0ePHla5RIkSYWsTfBs+fLjfMlKXsmXL+rzm3TJC766cJ08eyd6hEn0YKWKffn6+hr0QO7y7XLdo0SLJepMnT7bKjRo1CleTYgZvegAAgBPo9AAAACfQ6QEAAE6I2Tk927dvl6xPVffq3Lmz5Lp164a1TYCL2rZta5UvXrwo2Ttfq3LlypL1tgNPP/10mFoHwBhjzp8/L1lvE2KMfbK6PjG9adOm4W9YjOFNDwAAcAKdHgAA4ISYHd7Su0YuWLDAuqaXovfq1UuyPukbQGjoE9GNsU9p1hlA9EycOFHyuHHjrGvVqlWTPGXKlIi1KRbxpgcAADiBTg8AAHBCzA5v1a9fX7J3Jvobb7whmSEtAIBrvv/+e6s8YsQIyd5Dnzt27Cg5U6ZM4W1YjONNDwAAcAKdHgAA4AQ6PQAAwAkxO6dH7658+fLlKLYEAIDYUqVKFat84MCBKLUkdeFNDwAAcAKdHgAA4IS4xMTEwCvHxR01xuwLX3OQhBKJiYn5Qn1TnmXU8DzTDp5l2hLy58mzjBqfzzKoTg8AAEBqxfAWAABwAp0eAADgBDo9AADACXR6AACAE+j0AAAAJ9DpAQAATqDTAwAAnECnBwAAOIFODwAAcAKdHgAA4AQ6PQAAwAl0egAAgBPo9AAAACfQ6QEAAE6g0wMAAJxApwcAADiBTg8AAHBC+mAq582bNzE+Pj5MTUFSEhISzLFjx+JCfV+eZXRs2LDhWGJiYr5Q35fnGXl8N9OWcHw3eZbR4e9ZBtXpiY+PN+vXrw9NqxCQypUrh+W+PMvoiIuL2xeO+/I8I4/vZtoSju8mzzI6/D1LhrcAAIAT6PQAAAAn0OkBAABOoNMDAACcQKcHAAA4gU4PAABwAp0eAADghKD26QEAAG5p1aqVVV6zZo3kmTNnSq5atWrE2pRcvOkBAABOoNMDAACcwPCWx549eyR36dLFuvbxxx9LLlSoUMTahORZtmyZ5Dp16ljXEhMTk6xXs2bNcDcLAFKVhIQEn+XWrVtL3rlzp1UvQ4YM4WxWsvCmBwAAOIFODwAAcAKdHgAA4ISwzOk5c+aM5D///NO6ljNnTslZs2YNx49PkQULFkhevny5de2DDz6QPGDAAMnp0zM1KlZMmjRJ8pgxYySnS5fOqnf58mXJTz/9tOS2bdta9bp16yaZ5wyE3siRI63ywIEDJT/77LOSR40aFbE2wZj9+/dL3rBhg896P/74o+RLly5Z15jTAwAAECV0egAAgBPC8r7+5Zdflux9dfnqq69K1sMKseLWW2/1eW3o0KGS9Q6VJUuWDGeT4IcezjLGmClTpkjetm1bQPfQ9fr27Wtda9y4seQSJUoE30AEZd++fVb5jTfekDxu3DjJf//9t1VPfx+nT58eptYhVPQUCD0MbYwxcXFxkt98803JpUqVsup16NAhPI2DMcaYkydPSvZ+3zT9OzJTpkxhbFFo8KYHAAA4gU4PAABwQsSXo7zwwguSr7vuOsmNGjWKdFOSdPjw4Wg3AcZ+tWqMMZs3b5bcvn17yUePHrXqXbhwIcn7lSlTxirr1Vt79+5NZisRCh999JFk75C3HjoeP368ZL2yxBh76HnIkCGSvc8d0aNX9rz77ruS/f3OLVCggOQ77rgjPA2D0M/IOzXFl0ceeUTyVVfF/nuU2G8hAABACNDpAQAATqDTAwAAnBDxOT16qWK7du0kL1682KpXuXLlSDXJ2jX6tddeC+gzs2fPlqx3EEXyffHFF5InTJhgXdP/PvR8HO9Oy74888wzVvnKlSuSO3bsGEwzkQwXL160yvp7NmzYMMneOT39+vWTnCtXLskbN2606uk5PVdffXVKmoowWb16teT+/fsH9Bk99+fGG28MeZtg09+/GTNmRLEl4cObHgAA4AQ6PQAAwAlhGd669tprA6p3+vRpyXqZqTHGfPzxx5Jz584dmob5oJcsf//992H9WbBNmzZN8mOPPRbQZxITEyXroa5AP+MV6D2QfBMnTrTKzz33nOS33npLco8ePQK636JFi6yyXtpcpEiR5DQRIZaQkGCVe/bsGdDn7r77bsm1a9cOZZPg8f7771tlfah2WsWbHgAA4AQ6PQAAwAl0egAAgBPCMqdHL0U/ePCgdU0vLdUWLlxolT/77DPJTzzxRMjalhQ9H+D666+X/NNPP/n8TIsWLcLaprRKz+ExxphevXpJ1svPM2fObNXLnz+/ZL3FwIkTJ3z+LH0P7zJmPZ8s0GXvCI5+NoMHD7auNW/eXPKTTz4Z0P30CezeuQiIPQ0aNLDKO3bsSLJezpw5rbLeXiJLliyhb5jj9Py67t27W9f01hKVKlWSvGnTpvA3LEJ40wMAAJxApwcAADghLMNberjAu0xRL0X3d7r1O++8I7lJkybWtWuuuSalTbToU379DWkhefROy95l6b6GlqpUqWKVly5dKnnSpEmS/e2mPGLECMlNmza1rul7IHT0Kc3Vq1eXrIcnjbF32k2fPrBfQ61bt5b8888/W9f69u0bVDsRftu3b7fKcXFxSdbzDm/Wq1cvbG1K7fTQ/ubNm61re/bskezdemXWrFmST5486fP+Y8aMkXz//fdLLlmyZLBNjVm86QEAAE6g0wMAAJwQ9gNHvTPzq1WrJtnf8NbWrVsl79+/37oW6PCWnok+fvx4n/U++eSTgO6HwHiHjp566imfdfUKKz2kNXbs2IB+1k033WSV9cpBf6uCHnroIcn6cNN169YF9HORtE8//VTy7t27JX/77bdWvTx58gR0v+nTp0tes2aNZO9qPIa3YkPv3r0Dqqd3Xfbuxg/f9N/CDh06WNf08JaX/juspwR4D2LWpykcOHAg2e2MZbzpAQAATqDTAwAAnECnBwAAOCHsc3q89JyeyZMnB/SZ1atXW+Wbb75Z8qpVq5LMxtjL+4YPHx5MM5NUtmxZyeE++T01GzZsmFU+e/asz7oDBw6UPGDAgIDuX6NGDcn33XefdU3vru1P9uzZJXt3f0by6e906dKlJevvvT+HDh2yyk8//bTky5cvS/buJBvoc0fode3aVbLensKrYsWKkvXWJXz/Aqf/Bul5r8b4nyObI0cOycWLFw9pm/z9fo9FvOkBAABOoNMDAACcEPHhLX146LJlyyTrpale3bp181v2JTExUbKv3UCDsXPnTsn6Na536aCL9O6geljRGHtY4sqVKyn+WaHeHVT/O9FtRfC+/vpryXpIOUOGDD4/ow9/9e6cffToUcldunSR3L9//xS1E8nn3e1X/y70Dk9qnTp1kpwvX76Qt8s1mTJlssrly5cP6f31thAFCxa0runnPHfuXMl6y5BYxZseAADgBDo9AADACREf3tL69OkjecaMGWH9WaEY3tL07rCuDm/pAwX1sMQff/xh1fN1qGg06SG4CxcuSI7FtsYyfRCsV6NGjXxeW7hwoeTOnTtL3rdvn1WvVKlSkkeOHClZr0ZBZH300UdW+ffff0+ynl5pZIz/fw+IPfrkg/j4eOuaHt6qXbt2pJoUErzpAQAATqDTAwAAnECnBwAAOCGqc3rCTc8H0HN67r//fqterly5JL/wwgthb1da0bNnT8n69N/UQJ8GzsnqyZc/f36rrHfXbdGihWTvNgZ6Kbp36a2mt6fQJ0Ujst58803JH374oXXN13zJJUuWWOXChQuHvF2IvkKFCkW7CUHhTQ8AAHACnR4AAOCEVDm8pZfSFStWTHLfvn2teq1atQrofps2bZLM8FbojR49OtpNMLt27bLK/fr1S7Ked2kmhyH6V6FCBas8fvx4yXoYRB8SbIz93dSHh956661WPb2cHZGlh6w/+OADyd5dy9On/++fEb3jPsNZbvAOccc63vQAAAAn0OkBAABOiOrw1vXXXy+5bdu21rWff/5Zsndnz65du0r2vl6PlEWLFkn27kCcO3fuSDcnpunhyEjSQ1re3WCPHTsmuUCBApL1qi7vNfy7xx57LMmsD3U1xpinnnpK8uHDhyV/9tlnVj2GFyPnxx9/tMoNGjSQvHv3bp+fe/rppyW//PLLoW8YUmzv3r2SvX+vtCxZskjWv7f16QnGGPPMM89I1isxdTbGmHPnzkkeNGiQ5ObNm1v1GjZs6LNNocabHgAA4AQ6PQAAwAl0egAAgBOiOqdHn5TsPbk31h04cEDyxYsXo9iS6NHzNLzLWLV27dpJ1vM8QsG706++/xdffOHzc3o+2fz58yWXLl06dI2DWL58uVUeO3asZD3Wf9ttt0WsTbB5t3XwN49H03N/EDnevzs//fST5Pfff9+69t5770k+f/68z3tmzJhRcrZs2ST7mwek5+fky5fPZxtPnToluWDBglY95vQAAACEGJ0eAADghFS5I3Oo6QNH9eFpv//+e0CfHzBggFWeMGGCZL1baVqjhyW2bt0q+fTp0z4/U7t2bausDyvUy8q9w0x6V2c9rHbhwgWrnj48VL+eHThwoFWvadOmPn8WQs+7O3qRIkUk+9odG5HlbwhDq1WrllUuV65cGFqDpOjtHXr16mVdmzVrVtD38w4z6d/H5cuXl1yxYsWg7+2Pd4uaSOJNDwAAcAKdHgAA4IS0O/YShGuvvVay3hG2SZMmVj39alGbPHmyVdYrU9Ly8FbdunUlf/7555L10JEx9nCXdxVPunTpJK9cuTKgn6tXiunPG2PMXXfdJVm/Qg31qjH8u/Xr10s+fvy4dW3MmDGSs2fPHrE2wbfBgwcHVE/viG8MO9BH0vTp0yUHM5z1wAMPSNYHc1evXt2qlyFDhhS0LnXgTQ8AAHACnR4AAOAEOj0AAMAJaXfCSTJVrVpV8ty5c61reudR72mymp7LULNmzRC2Lnbp/zv18nVj7CX8w4cPT/HP0sss9RweY4wZP3685Jw5c6b4ZyE4f/31l+SOHTtK1kvUjTGmTZs2EWsTfNu+fbvks2fP+qw3dOhQyc2aNQtnk+CHnmc6ceJE61rhwoUlP/zww9a19u3bh7dhqQhvegAAgBPo9AAAACcwvOWH9/DD119/XfIrr7wi+cEHH7TqVa5cObwNi3HeoYwXXnhB8nXXXWdd0/8d9QGHZcqUseo988wzSd6jRo0aKWssQkq/ct+yZUuS2Rh7t2xEz9q1ayWfOXPGZ71MmTJJ1rv2IrLi4+Mle6cRIDC86QEAAE6g0wMAAJxApwcAADiBOT1BeOSRR5LMCJz3dN1onraL0NPHS+iTmcuWLRuN5uBfdOjQQfKwYcOsa+fOnZNcv379iLUJCCfe9AAAACfQ6QEAAE5geAtAyPzxxx+ShwwZIjl9en7VxLp9+/ZFuwlA2PGmBwAAOIFODwAAcALvnAGEzKFDh6LdBADwiTc9AADACXR6AACAE+j0AAAAJ9DpAQAATqDTAwAAnECnBwAAOCEuMTEx8MpxcUeNMWzbGVklEhMT84X6pjzLqOF5ph08y7Ql5M+TZxk1Pp9lUJ0eAACA1IrhLQAA4AQ6PQAAwAl0egAAgBPo9AAAACfQ6QEAAE6g0wMAAJxApwcAADiBTg8AAHACnR4AAOCE/wdk7BLVUYiXZgAAAABJRU5ErkJggg==", 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\n" }, "metadata": {}, "output_type": "display_data" @@ -169,12 +159,19 @@ "metadata": {}, "outputs": [], "source": [ - "# neural network is a sequence of layers\n", - "model = Sequential()\n", + "# Switch this to True or False to enable/disable loading of the model from disk\n", + "# Make sure to run the entire notebook at least once before setting this to True.\n", + "LOAD_MODEL = False\n", "\n", - "model.add(Lambda(normalize_img)) # add our \"preprocessing\" as a layer to save memory\n", - "model.add(SimpleRNN(128, activation='relu', return_sequences=True)) # add the SimpleRNN layer. set return_sequences to true so more rnn layers can be used later. (dont enable if you only use one)\n", - "model.add(Dropout(0.2)) # Dropout-layer to prevent overfitting" + "model = None\n", + "if LOAD_MODEL:\n", + " model = load_model(BASE_PATH+'recurrent_neural_network_model.h5')\n", + "else:\n", + " # neural network is a sequence of layers\n", + " model = Sequential()\n", + " model.add(Lambda(normalize_img)) # add our \"preprocessing\" as a layer to save memory\n", + " model.add(SimpleRNN(128, activation='relu', return_sequences=True)) # add the SimpleRNN layer. set return_sequences to true so more rnn layers can be used later. (dont enable if you only use one)\n", + " model.add(Dropout(0.2)) # Dropout-layer to prevent overfitting" ] }, { @@ -192,8 +189,9 @@ "metadata": {}, "outputs": [], "source": [ - "model.add(SimpleRNN(128, activation='relu')) # Second SimpleRNN layer just to show it works. As it is the last layer return_sequences is flase (default value)\n", - "model.add(Dropout(0.2)) # Another Dropout-layer" + "if not LOAD_MODEL:\n", + " model.add(SimpleRNN(128, activation='relu')) # Second SimpleRNN layer just to show it works. As it is the last layer return_sequences is flase (default value)\n", + " model.add(Dropout(0.2)) # Another Dropout-layer" ] }, { @@ -211,7 +209,8 @@ "metadata": {}, "outputs": [], "source": [ - "model.add(Dense(10, activation='softmax')) # Dense Layer to get output of 10 values for the 10 classes" + "if not LOAD_MODEL:\n", + " model.add(Dense(10, activation='softmax')) # Dense Layer to get output of 10 values for the 10 classes" ] }, { @@ -233,11 +232,12 @@ "metadata": {}, "outputs": [], "source": [ - "loss = tf.keras.losses.SparseCategoricalCrossentropy() # loss function for our network\n", - "opt = tf.keras.optimizers.Adam() # set optimizer to Adam which is the most used optimizer in general (produces good results)\n", - "metrics = ['accuracy'] # our scoring metric is accuracy\n", + "if not LOAD_MODEL:\n", + " loss = tf.keras.losses.SparseCategoricalCrossentropy() # loss function for our network\n", + " opt = tf.keras.optimizers.Adam() # set optimizer to Adam which is the most used optimizer in general (produces good results)\n", + " metrics = ['accuracy'] # our scoring metric is accuracy\n", "\n", - "model.compile(loss=loss, optimizer=opt, metrics=metrics) #compiling the model" + " model.compile(loss=loss, optimizer=opt, metrics=metrics) #compiling the model" ] }, { @@ -262,40 +262,31 @@ "output_type": "stream", "text": [ "Epoch 1/10\n", - "1875/1875 [==============================] - 23s 11ms/step - loss: 0.3977 - accuracy: 0.8751 - val_loss: 0.2014 - val_accuracy: 0.9447\n", + "1875/1875 [==============================] - 25s 13ms/step - loss: 0.3977 - accuracy: 0.8751 - val_loss: 0.2014 - val_accuracy: 0.9447\n", "Epoch 2/10\n", "1875/1875 [==============================] - 22s 12ms/step - loss: 0.1692 - accuracy: 0.9534 - val_loss: 0.1315 - val_accuracy: 0.9623\n", "Epoch 3/10\n", - "1875/1875 [==============================] - 21s 11ms/step - loss: 0.1384 - accuracy: 0.9628 - val_loss: 0.0941 - val_accuracy: 0.9738\n", + "1875/1875 [==============================] - 22s 12ms/step - loss: 0.1384 - accuracy: 0.9628 - val_loss: 0.0941 - val_accuracy: 0.9738\n", "Epoch 4/10\n", - "1875/1875 [==============================] - 21s 11ms/step - loss: 0.1206 - accuracy: 0.9678 - val_loss: 0.1151 - val_accuracy: 0.9699\n", + "1875/1875 [==============================] - 22s 12ms/step - loss: 0.1206 - accuracy: 0.9678 - val_loss: 0.1151 - val_accuracy: 0.9699\n", "Epoch 5/10\n", - "1875/1875 [==============================] - 20s 11ms/step - loss: 0.1092 - accuracy: 0.9705 - val_loss: 0.0911 - val_accuracy: 0.9749\n", + "1875/1875 [==============================] - 21s 11ms/step - loss: 0.1092 - accuracy: 0.9705 - val_loss: 0.0911 - val_accuracy: 0.9749\n", "Epoch 6/10\n", - "1875/1875 [==============================] - 20s 11ms/step - loss: 0.1077 - accuracy: 0.9711 - val_loss: 0.1056 - val_accuracy: 0.9711\n", + "1875/1875 [==============================] - 23s 12ms/step - loss: 0.1077 - accuracy: 0.9711 - val_loss: 0.1056 - val_accuracy: 0.9711\n", "Epoch 7/10\n", - "1875/1875 [==============================] - 20s 11ms/step - loss: 0.0972 - accuracy: 0.9736 - val_loss: 0.0965 - val_accuracy: 0.9726\n", + "1875/1875 [==============================] - 23s 12ms/step - loss: 0.0972 - accuracy: 0.9736 - val_loss: 0.0965 - val_accuracy: 0.9726\n", "Epoch 8/10\n", - "1875/1875 [==============================] - 21s 11ms/step - loss: 0.1004 - accuracy: 0.9732 - val_loss: 0.0737 - val_accuracy: 0.9809\n", + "1875/1875 [==============================] - 23s 13ms/step - loss: 0.1004 - accuracy: 0.9732 - val_loss: 0.0737 - val_accuracy: 0.9809\n", "Epoch 9/10\n", - "1875/1875 [==============================] - 21s 11ms/step - loss: 0.0881 - accuracy: 0.9769 - val_loss: 0.0779 - val_accuracy: 0.9799\n", + "1875/1875 [==============================] - 22s 12ms/step - loss: 0.0881 - accuracy: 0.9769 - val_loss: 0.0779 - val_accuracy: 0.9799\n", "Epoch 10/10\n", "1875/1875 [==============================] - 21s 11ms/step - loss: 0.0862 - accuracy: 0.9768 - val_loss: 0.0762 - val_accuracy: 0.9793\n" ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "model.fit(X_train, y_train, epochs=10, validation_data=(X_test,y_test)) # training for 10 epochs use \"test\" data as validation" + "if not LOAD_MODEL:\n", + " model.fit(X_train, y_train, epochs=10, validation_data=(X_test,y_test)) # training for 10 epochs use \"test\" data as validation" ] }, { @@ -344,6 +335,8 @@ } ], "source": [ + "if not LOAD_MODEL:\n", + " model.save(BASE_PATH+'recurrent_neural_network_model.h5')\n", "print(model.summary()) # summary of the network" ] }, @@ -358,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 11, "id": "0033276c-8a64-4e56-99a4-a75c60722440", "metadata": {}, "outputs": [ @@ -505,10 +498,8 @@ "outputs": [ { "data": { - "image/png": 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}, "metadata": { "needs_background": "light" @@ -541,16 +532,14 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "id": "254fbca7-c9ca-4d12-b10b-2d52a4fa7dcd", "metadata": {}, "outputs": [ { "data": { - "image/png": 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}, "metadata": { "needs_background": "light" @@ -582,7 +571,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "id": "acdeca6b-6164-4eea-b477-1d7192e1b8ff", "metadata": { "pycharm": { @@ -632,4 +621,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file -- GitLab