From e6f07d7144b3ffe0e29f0c0b666c336cb21683c0 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Fri, 16 Oct 2020 11:32:20 +0200 Subject: [PATCH] test --- doc/pub/week42/ipynb/week42.ipynb | 270 +++++++++++++++++++++++++++++- 1 file changed, 266 insertions(+), 4 deletions(-) diff --git a/doc/pub/week42/ipynb/week42.ipynb b/doc/pub/week42/ipynb/week42.ipynb index 69bb94c39..8421a220a 100644 --- a/doc/pub/week42/ipynb/week42.ipynb +++ b/doc/pub/week42/ipynb/week42.ipynb @@ -1184,9 +1184,28 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10000/10000 - 4s - loss: 0.8882 - accuracy: 0.7137\n", + "0.7137\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(history.history['accuracy'], label='accuracy')\n", "plt.plot(history.history['val_accuracy'], label = 'val_accuracy')\n", @@ -1229,9 +1248,252 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_50\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "simple_rnn (SimpleRNN) (None, 32) 1184 \n", + "_________________________________________________________________\n", + "dense_100 (Dense) (None, 8) 264 \n", + "_________________________________________________________________\n", + "dense_101 (Dense) (None, 1) 9 \n", + "=================================================================\n", + "Total params: 1,457\n", + "Trainable params: 1,457\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "Train on 800 samples\n", + "Epoch 1/100\n", + "800/800 - 2s - loss: 1.2825\n", + "Epoch 2/100\n", + "800/800 - 0s - loss: 0.4363\n", + "Epoch 3/100\n", + "800/800 - 0s - loss: 0.3974\n", + "Epoch 4/100\n", + "800/800 - 0s - loss: 0.3875\n", + "Epoch 5/100\n", + "800/800 - 0s - loss: 0.3800\n", + "Epoch 6/100\n", + "800/800 - 0s - loss: 0.3813\n", + "Epoch 7/100\n", + "800/800 - 0s - loss: 0.3789\n", + "Epoch 8/100\n", + "800/800 - 0s - loss: 0.3762\n", + "Epoch 9/100\n", + "800/800 - 0s - loss: 0.3765\n", + "Epoch 10/100\n", + "800/800 - 0s - loss: 0.3740\n", + "Epoch 11/100\n", + "800/800 - 0s - loss: 0.3736\n", + "Epoch 12/100\n", + "800/800 - 0s - loss: 0.3730\n", + "Epoch 13/100\n", + "800/800 - 0s - loss: 0.3740\n", + "Epoch 14/100\n", + "800/800 - 0s - loss: 0.3725\n", + "Epoch 15/100\n", + "800/800 - 0s - loss: 0.3725\n", + "Epoch 16/100\n", + "800/800 - 0s - loss: 0.3712\n", + "Epoch 17/100\n", + "800/800 - 0s - loss: 0.3689\n", + "Epoch 18/100\n", + "800/800 - 0s - loss: 0.3690\n", + "Epoch 19/100\n", + "800/800 - 0s - loss: 0.3694\n", + "Epoch 20/100\n", + "800/800 - 0s - loss: 0.3697\n", + "Epoch 21/100\n", + "800/800 - 0s - loss: 0.3688\n", + "Epoch 22/100\n", + "800/800 - 0s - loss: 0.3679\n", + "Epoch 23/100\n", + "800/800 - 0s - loss: 0.3686\n", + "Epoch 24/100\n", + "800/800 - 0s - loss: 0.3670\n", + "Epoch 25/100\n", + "800/800 - 0s - loss: 0.3673\n", + "Epoch 26/100\n", + "800/800 - 0s - loss: 0.3655\n", + "Epoch 27/100\n", + "800/800 - 0s - loss: 0.3670\n", + "Epoch 28/100\n", + "800/800 - 0s - loss: 0.3651\n", + "Epoch 29/100\n", + "800/800 - 0s - loss: 0.3658\n", + "Epoch 30/100\n", + "800/800 - 0s - loss: 0.3654\n", + "Epoch 31/100\n", + "800/800 - 0s - loss: 0.3641\n", + "Epoch 32/100\n", + "800/800 - 0s - loss: 0.3646\n", + "Epoch 33/100\n", + "800/800 - 0s - loss: 0.3645\n", + "Epoch 34/100\n", + "800/800 - 0s - loss: 0.3648\n", + "Epoch 35/100\n", + "800/800 - 0s - loss: 0.3635\n", + "Epoch 36/100\n", + "800/800 - 0s - loss: 0.3629\n", + "Epoch 37/100\n", + "800/800 - 0s - loss: 0.3596\n", + "Epoch 38/100\n", + "800/800 - 0s - loss: 0.3599\n", + "Epoch 39/100\n", + "800/800 - 0s - loss: 0.3579\n", + "Epoch 40/100\n", + "800/800 - 0s - loss: 0.3609\n", + "Epoch 41/100\n", + "800/800 - 0s - loss: 0.3617\n", + "Epoch 42/100\n", + "800/800 - 0s - loss: 0.3601\n", + "Epoch 43/100\n", + "800/800 - 0s - loss: 0.3593\n", + "Epoch 44/100\n", + "800/800 - 0s - loss: 0.3600\n", + "Epoch 45/100\n", + "800/800 - 0s - loss: 0.3610\n", + "Epoch 46/100\n", + "800/800 - 0s - loss: 0.3598\n", + "Epoch 47/100\n", + "800/800 - 0s - loss: 0.3596\n", + "Epoch 48/100\n", + "800/800 - 0s - loss: 0.3595\n", + "Epoch 49/100\n", + "800/800 - 0s - loss: 0.3589\n", + "Epoch 50/100\n", + "800/800 - 0s - loss: 0.3592\n", + "Epoch 51/100\n", + "800/800 - 0s - loss: 0.3581\n", + "Epoch 52/100\n", + "800/800 - 0s - loss: 0.3576\n", + "Epoch 53/100\n", + "800/800 - 0s - loss: 0.3577\n", + "Epoch 54/100\n", + "800/800 - 0s - loss: 0.3572\n", + "Epoch 55/100\n", + "800/800 - 0s - loss: 0.3577\n", + "Epoch 56/100\n", + "800/800 - 0s - loss: 0.3571\n", + "Epoch 57/100\n", + "800/800 - 0s - loss: 0.3549\n", + "Epoch 58/100\n", + "800/800 - 0s - loss: 0.3565\n", + "Epoch 59/100\n", + "800/800 - 0s - loss: 0.3570\n", + "Epoch 60/100\n", + "800/800 - 0s - loss: 0.3565\n", + "Epoch 61/100\n", + "800/800 - 0s - loss: 0.3559\n", + "Epoch 62/100\n", + "800/800 - 0s - loss: 0.3540\n", + "Epoch 63/100\n", + "800/800 - 0s - loss: 0.3563\n", + "Epoch 64/100\n", + "800/800 - 0s - loss: 0.3557\n", + "Epoch 65/100\n", + "800/800 - 0s - loss: 0.3561\n", + "Epoch 66/100\n", + "800/800 - 0s - loss: 0.3565\n", + "Epoch 67/100\n", + "800/800 - 0s - loss: 0.3544\n", + "Epoch 68/100\n", + "800/800 - 0s - loss: 0.3549\n", + "Epoch 69/100\n", + "800/800 - 0s - loss: 0.3538\n", + "Epoch 70/100\n", + "800/800 - 0s - loss: 0.3540\n", + "Epoch 71/100\n", + "800/800 - 0s - loss: 0.3537\n", + "Epoch 72/100\n", + "800/800 - 0s - loss: 0.3547\n", + "Epoch 73/100\n", + "800/800 - 0s - loss: 0.3522\n", + "Epoch 74/100\n", + "800/800 - 0s - loss: 0.3528\n", + "Epoch 75/100\n", + "800/800 - 0s - loss: 0.3531\n", + "Epoch 76/100\n", + "800/800 - 0s - loss: 0.3518\n", + "Epoch 77/100\n", + "800/800 - 0s - loss: 0.3516\n", + "Epoch 78/100\n", + "800/800 - 0s - loss: 0.3517\n", + "Epoch 79/100\n", + "800/800 - 0s - loss: 0.3518\n", + "Epoch 80/100\n", + "800/800 - 0s - loss: 0.3519\n", + "Epoch 81/100\n", + "800/800 - 0s - loss: 0.3521\n", + "Epoch 82/100\n", + "800/800 - 0s - loss: 0.3510\n", + "Epoch 83/100\n", + "800/800 - 0s - loss: 0.3507\n", + "Epoch 84/100\n", + "800/800 - 0s - loss: 0.3485\n", + "Epoch 85/100\n", + "800/800 - 0s - loss: 0.3519\n", + "Epoch 86/100\n", + "800/800 - 0s - loss: 0.3496\n", + "Epoch 87/100\n", + "800/800 - 0s - loss: 0.3503\n", + "Epoch 88/100\n", + "800/800 - 0s - loss: 0.3498\n", + "Epoch 89/100\n", + "800/800 - 0s - loss: 0.3509\n", + "Epoch 90/100\n", + "800/800 - 0s - loss: 0.3489\n", + "Epoch 91/100\n", + "800/800 - 0s - loss: 0.3500\n", + "Epoch 92/100\n", + "800/800 - 0s - loss: 0.3477\n", + "Epoch 93/100\n", + "800/800 - 0s - loss: 0.3478\n", + "Epoch 94/100\n", + "800/800 - 0s - loss: 0.3491\n", + "Epoch 95/100\n", + "800/800 - 0s - loss: 0.3483\n", + "Epoch 96/100\n", + "800/800 - 0s - loss: 0.3480\n", + "Epoch 97/100\n", + "800/800 - 0s - loss: 0.3470\n", + "Epoch 98/100\n", + "800/800 - 0s - loss: 0.3499\n", + "Epoch 99/100\n", + "800/800 - 0s - loss: 0.3472\n", + "Epoch 100/100\n", + "800/800 - 0s - loss: 0.3483\n", + "0.3419356298446655\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Start importing packages\n", "import pandas as pd\n",