diff --git a/doc/pub/week42/ipynb/week42.ipynb b/doc/pub/week42/ipynb/week42.ipynb index d3087d033..311b31791 100644 --- a/doc/pub/week42/ipynb/week42.ipynb +++ b/doc/pub/week42/ipynb/week42.ipynb @@ -4511,12 +4511,40 @@ }, { "cell_type": "code", +<<<<<<< Updated upstream +======= +<<<<<<< HEAD + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "313/313 - 6s - loss: 0.9024 - accuracy: 0.7062\n", + "0.7062000036239624\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], +======= +>>>>>>> Stashed changes "execution_count": null, "metadata": { "collapsed": false, "editable": true }, "outputs": [], +>>>>>>> ff23de6ec251d74cd3c813286eb247bc28893e83 "source": [ "plt.plot(history.history['accuracy'], label='accuracy')\n", "plt.plot(history.history['val_accuracy'], label = 'val_accuracy')\n",