1133 lines
56 KiB
Plaintext
1133 lines
56 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"colab_type": "text",
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"id": "mw2VBrBcgvGa"
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},
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"source": [
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"In this exercise you'll try to build a neural network that predicts the price of a house according to a simple formula.\n",
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"\n",
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"So, imagine if house pricing was as easy as a house costs 50k + 50k per bedroom, so that a 1 bedroom house costs 100k, a 2 bedroom house costs 150k etc.\n",
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"\n",
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"How would you create a neural network that learns this relationship so that it would predict a 7 bedroom house as costing close to 400k etc.\n",
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"\n",
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"Hint: Your network might work better if you scale the house price down. You don't have to give the answer 400...it might be better to create something that predicts the number 4, and then your answer is in the 'hundreds of thousands' etc."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"import tensorflow as tf\n",
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"import numpy as np\n",
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"from tensorflow import keras"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "PUNO2E6SeURH"
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},
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"outputs": [],
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"source": [
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"# GRADED FUNCTION: house_model\n",
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"def house_model(y_new):\n",
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" xs = np.array([0,1,2,3,4,5,6], dtype=float)\n",
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" ys = np.array([0.5,1,1.5,2,2.5,3,3.5], dtype=float)\n",
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" model = keras.Sequential([keras.layers.Dense(units=1, input_shape=[1])])\n",
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" model.compile(optimizer='sgd', loss='mean_squared_error')\n",
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" model.fit(xs,ys,epochs=500)\n",
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" return model.predict(y_new)[0]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 19,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 1/500\n",
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"7/7 [==============================] - 0s 32ms/sample - loss: 54.5717\n",
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"Epoch 2/500\n",
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"7/7 [==============================] - 0s 348us/sample - loss: 28.7507\n",
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"Epoch 3/500\n",
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"7/7 [==============================] - 0s 277us/sample - loss: 15.1472\n",
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"Epoch 4/500\n",
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"7/7 [==============================] - 0s 248us/sample - loss: 7.9804\n",
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"Epoch 5/500\n",
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"7/7 [==============================] - 0s 287us/sample - loss: 4.2046\n",
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"Epoch 6/500\n",
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"7/7 [==============================] - 0s 245us/sample - loss: 2.2154\n",
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"Epoch 7/500\n",
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"7/7 [==============================] - 0s 247us/sample - loss: 1.1674\n",
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"Epoch 8/500\n",
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"7/7 [==============================] - 0s 285us/sample - loss: 0.6152\n",
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"Epoch 9/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 0.3244\n",
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"Epoch 10/500\n",
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"7/7 [==============================] - 0s 307us/sample - loss: 0.1711\n",
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"Epoch 11/500\n",
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"7/7 [==============================] - 0s 261us/sample - loss: 0.0904\n",
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"Epoch 12/500\n",
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"7/7 [==============================] - 0s 258us/sample - loss: 0.0478\n",
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"Epoch 13/500\n",
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"7/7 [==============================] - 0s 230us/sample - loss: 0.0254\n",
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"Epoch 14/500\n",
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"7/7 [==============================] - 0s 217us/sample - loss: 0.0136\n",
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"Epoch 15/500\n",
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"7/7 [==============================] - 0s 245us/sample - loss: 0.0074\n",
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"Epoch 16/500\n",
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"7/7 [==============================] - 0s 215us/sample - loss: 0.0041\n",
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"Epoch 17/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 0.0024\n",
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"Epoch 18/500\n",
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"7/7 [==============================] - 0s 265us/sample - loss: 0.0014\n",
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"Epoch 19/500\n",
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"7/7 [==============================] - 0s 289us/sample - loss: 9.6517e-04\n",
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"Epoch 20/500\n",
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"7/7 [==============================] - 0s 266us/sample - loss: 7.0770e-04\n",
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"Epoch 21/500\n",
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"7/7 [==============================] - 0s 289us/sample - loss: 5.6974e-04\n",
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"Epoch 22/500\n",
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"7/7 [==============================] - 0s 270us/sample - loss: 4.9477e-04\n",
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"Epoch 23/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 4.5301e-04\n",
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"Epoch 24/500\n",
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"7/7 [==============================] - 0s 341us/sample - loss: 4.2877e-04\n",
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"Epoch 25/500\n",
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"7/7 [==============================] - 0s 313us/sample - loss: 4.1378e-04\n",
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"Epoch 26/500\n",
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"7/7 [==============================] - 0s 281us/sample - loss: 4.0370e-04\n",
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"Epoch 27/500\n",
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"7/7 [==============================] - 0s 305us/sample - loss: 3.9623e-04\n",
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"Epoch 28/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 3.9016e-04\n",
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"Epoch 29/500\n",
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"7/7 [==============================] - 0s 294us/sample - loss: 3.8485e-04\n",
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"Epoch 30/500\n",
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"7/7 [==============================] - 0s 246us/sample - loss: 3.7996e-04\n",
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"Epoch 31/500\n",
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"7/7 [==============================] - 0s 296us/sample - loss: 3.7533e-04\n",
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"Epoch 32/500\n",
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"7/7 [==============================] - 0s 267us/sample - loss: 3.7085e-04\n",
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"Epoch 33/500\n",
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"7/7 [==============================] - 0s 253us/sample - loss: 3.6647e-04\n",
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"Epoch 34/500\n",
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"7/7 [==============================] - 0s 328us/sample - loss: 3.6217e-04\n",
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"Epoch 35/500\n",
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"7/7 [==============================] - 0s 239us/sample - loss: 3.5794e-04\n",
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"Epoch 36/500\n",
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"7/7 [==============================] - 0s 273us/sample - loss: 3.5377e-04\n",
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"Epoch 37/500\n",
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"7/7 [==============================] - 0s 274us/sample - loss: 3.4965e-04\n",
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"Epoch 38/500\n",
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"7/7 [==============================] - 0s 271us/sample - loss: 3.4558e-04\n",
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"Epoch 39/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 3.4155e-04\n",
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"Epoch 40/500\n",
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"7/7 [==============================] - 0s 265us/sample - loss: 3.3758e-04\n",
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"Epoch 41/500\n",
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"7/7 [==============================] - 0s 231us/sample - loss: 3.3365e-04\n",
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"Epoch 42/500\n",
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"7/7 [==============================] - 0s 273us/sample - loss: 3.2976e-04\n",
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"Epoch 43/500\n",
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"7/7 [==============================] - 0s 305us/sample - loss: 3.2593e-04\n",
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"Epoch 44/500\n",
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"7/7 [==============================] - 0s 288us/sample - loss: 3.2213e-04\n",
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"Epoch 45/500\n",
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"7/7 [==============================] - 0s 288us/sample - loss: 3.1838e-04\n",
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"Epoch 46/500\n",
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"7/7 [==============================] - 0s 264us/sample - loss: 3.1468e-04\n",
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"Epoch 47/500\n",
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"7/7 [==============================] - 0s 264us/sample - loss: 3.1102e-04\n",
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"Epoch 48/500\n",
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"7/7 [==============================] - 0s 266us/sample - loss: 3.0740e-04\n",
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"Epoch 49/500\n",
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"7/7 [==============================] - 0s 296us/sample - loss: 3.0382e-04\n",
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"Epoch 50/500\n",
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"7/7 [==============================] - 0s 287us/sample - loss: 3.0028e-04\n",
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"Epoch 51/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 2.9679e-04\n",
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"Epoch 52/500\n",
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"7/7 [==============================] - 0s 257us/sample - loss: 2.9334e-04\n",
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"Epoch 53/500\n",
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"7/7 [==============================] - 0s 271us/sample - loss: 2.8992e-04\n",
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"Epoch 54/500\n",
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"7/7 [==============================] - 0s 249us/sample - loss: 2.8655e-04\n",
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"Epoch 55/500\n",
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"7/7 [==============================] - 0s 261us/sample - loss: 2.8321e-04\n",
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"Epoch 56/500\n",
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"7/7 [==============================] - 0s 248us/sample - loss: 2.7992e-04\n",
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"Epoch 57/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 2.7666e-04\n",
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"Epoch 58/500\n",
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"7/7 [==============================] - 0s 271us/sample - loss: 2.7344e-04\n",
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"Epoch 59/500\n",
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"7/7 [==============================] - 0s 235us/sample - loss: 2.7026e-04\n",
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"Epoch 60/500\n",
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"7/7 [==============================] - 0s 274us/sample - loss: 2.6711e-04\n",
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"Epoch 61/500\n",
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"7/7 [==============================] - 0s 259us/sample - loss: 2.6400e-04\n",
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"Epoch 62/500\n",
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"7/7 [==============================] - 0s 259us/sample - loss: 2.6093e-04\n",
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"Epoch 63/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 2.5790e-04\n",
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"Epoch 64/500\n",
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"7/7 [==============================] - 0s 304us/sample - loss: 2.5489e-04\n",
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"Epoch 65/500\n",
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"7/7 [==============================] - 0s 293us/sample - loss: 2.5193e-04\n",
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"Epoch 66/500\n",
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"7/7 [==============================] - 0s 286us/sample - loss: 2.4899e-04\n",
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"Epoch 67/500\n",
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"7/7 [==============================] - 0s 289us/sample - loss: 2.4610e-04\n",
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"Epoch 68/500\n",
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"7/7 [==============================] - 0s 246us/sample - loss: 2.4323e-04\n",
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"Epoch 69/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 2.4040e-04\n",
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"Epoch 70/500\n",
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"7/7 [==============================] - 0s 310us/sample - loss: 2.3760e-04\n",
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"Epoch 71/500\n",
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"7/7 [==============================] - 0s 306us/sample - loss: 2.3484e-04\n",
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"Epoch 72/500\n",
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"7/7 [==============================] - 0s 281us/sample - loss: 2.3211e-04\n",
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"Epoch 73/500\n",
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"7/7 [==============================] - 0s 282us/sample - loss: 2.2941e-04\n",
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"Epoch 74/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 2.2674e-04\n",
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"Epoch 75/500\n",
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"7/7 [==============================] - 0s 325us/sample - loss: 2.2410e-04\n",
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"Epoch 76/500\n",
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"7/7 [==============================] - 0s 231us/sample - loss: 2.2149e-04\n",
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"Epoch 77/500\n",
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"7/7 [==============================] - 0s 250us/sample - loss: 2.1891e-04\n",
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"Epoch 78/500\n",
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"7/7 [==============================] - 0s 292us/sample - loss: 2.1636e-04\n",
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"Epoch 79/500\n",
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"7/7 [==============================] - 0s 256us/sample - loss: 2.1385e-04\n",
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"Epoch 80/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 2.1136e-04\n",
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"Epoch 81/500\n",
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"7/7 [==============================] - 0s 241us/sample - loss: 2.0890e-04\n",
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"Epoch 82/500\n",
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"7/7 [==============================] - 0s 240us/sample - loss: 2.0647e-04\n",
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"Epoch 83/500\n",
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"7/7 [==============================] - 0s 254us/sample - loss: 2.0406e-04\n",
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"Epoch 84/500\n",
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"7/7 [==============================] - 0s 251us/sample - loss: 2.0169e-04\n",
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"Epoch 85/500\n",
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"7/7 [==============================] - 0s 250us/sample - loss: 1.9934e-04\n",
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"Epoch 86/500\n",
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"7/7 [==============================] - 0s 379us/sample - loss: 1.9702e-04\n",
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"Epoch 87/500\n",
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"7/7 [==============================] - 0s 276us/sample - loss: 1.9473e-04\n",
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"Epoch 88/500\n",
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"7/7 [==============================] - 0s 263us/sample - loss: 1.9246e-04\n",
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"Epoch 89/500\n",
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"7/7 [==============================] - 0s 225us/sample - loss: 1.9022e-04\n",
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"Epoch 90/500\n",
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"7/7 [==============================] - 0s 278us/sample - loss: 1.8801e-04\n",
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"Epoch 91/500\n",
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"7/7 [==============================] - 0s 250us/sample - loss: 1.8582e-04\n",
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"Epoch 92/500\n",
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"7/7 [==============================] - 0s 305us/sample - loss: 1.8366e-04\n",
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"Epoch 93/500\n",
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"7/7 [==============================] - 0s 268us/sample - loss: 1.8152e-04\n",
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"Epoch 94/500\n",
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"7/7 [==============================] - 0s 262us/sample - loss: 1.7941e-04\n",
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"Epoch 95/500\n",
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"7/7 [==============================] - 0s 286us/sample - loss: 1.7732e-04\n",
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"Epoch 96/500\n",
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"7/7 [==============================] - 0s 308us/sample - loss: 1.7526e-04\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 97/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 1.7322e-04\n",
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"Epoch 98/500\n",
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"7/7 [==============================] - 0s 285us/sample - loss: 1.7120e-04\n",
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"Epoch 99/500\n",
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"7/7 [==============================] - 0s 251us/sample - loss: 1.6921e-04\n",
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"Epoch 100/500\n",
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"7/7 [==============================] - 0s 269us/sample - loss: 1.6724e-04\n",
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"Epoch 101/500\n",
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"7/7 [==============================] - 0s 235us/sample - loss: 1.6529e-04\n",
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"Epoch 102/500\n",
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"7/7 [==============================] - 0s 273us/sample - loss: 1.6337e-04\n",
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"Epoch 103/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 1.6147e-04\n",
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"Epoch 104/500\n",
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"7/7 [==============================] - 0s 303us/sample - loss: 1.5959e-04\n",
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"Epoch 105/500\n",
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"7/7 [==============================] - 0s 314us/sample - loss: 1.5773e-04\n",
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"Epoch 106/500\n",
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"7/7 [==============================] - 0s 271us/sample - loss: 1.5590e-04\n",
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"Epoch 107/500\n",
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"7/7 [==============================] - 0s 238us/sample - loss: 1.5408e-04\n",
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"Epoch 108/500\n",
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"7/7 [==============================] - 0s 324us/sample - loss: 1.5229e-04\n",
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"Epoch 109/500\n",
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"7/7 [==============================] - 0s 269us/sample - loss: 1.5052e-04\n",
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"Epoch 110/500\n",
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"7/7 [==============================] - 0s 387us/sample - loss: 1.4877e-04\n",
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"Epoch 111/500\n",
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"7/7 [==============================] - 0s 322us/sample - loss: 1.4703e-04\n",
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"Epoch 112/500\n",
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"7/7 [==============================] - 0s 258us/sample - loss: 1.4532e-04\n",
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"Epoch 113/500\n",
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"7/7 [==============================] - 0s 266us/sample - loss: 1.4363e-04\n",
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"Epoch 114/500\n",
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"7/7 [==============================] - 0s 276us/sample - loss: 1.4196e-04\n",
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"Epoch 115/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 1.4031e-04\n",
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"Epoch 116/500\n",
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"7/7 [==============================] - 0s 240us/sample - loss: 1.3868e-04\n",
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"Epoch 117/500\n",
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"7/7 [==============================] - 0s 307us/sample - loss: 1.3706e-04\n",
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"Epoch 118/500\n",
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"7/7 [==============================] - 0s 280us/sample - loss: 1.3547e-04\n",
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"Epoch 119/500\n",
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"7/7 [==============================] - 0s 292us/sample - loss: 1.3389e-04\n",
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"Epoch 120/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 1.3233e-04\n",
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"Epoch 121/500\n",
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"7/7 [==============================] - 0s 308us/sample - loss: 1.3079e-04\n",
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"Epoch 122/500\n",
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"7/7 [==============================] - 0s 288us/sample - loss: 1.2927e-04\n",
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"Epoch 123/500\n",
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"7/7 [==============================] - 0s 323us/sample - loss: 1.2777e-04\n",
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"Epoch 124/500\n",
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"7/7 [==============================] - 0s 265us/sample - loss: 1.2628e-04\n",
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"Epoch 125/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 1.2481e-04\n",
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"Epoch 126/500\n",
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"7/7 [==============================] - 0s 275us/sample - loss: 1.2336e-04\n",
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"Epoch 127/500\n",
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"7/7 [==============================] - 0s 266us/sample - loss: 1.2192e-04\n",
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"Epoch 128/500\n",
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"7/7 [==============================] - 0s 242us/sample - loss: 1.2050e-04\n",
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"Epoch 129/500\n",
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"7/7 [==============================] - 0s 248us/sample - loss: 1.1910e-04\n",
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"Epoch 130/500\n",
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"7/7 [==============================] - 0s 236us/sample - loss: 1.1771e-04\n",
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"Epoch 131/500\n",
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"7/7 [==============================] - 0s 303us/sample - loss: 1.1634e-04\n",
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"Epoch 132/500\n",
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"7/7 [==============================] - 0s 382us/sample - loss: 1.1499e-04\n",
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"Epoch 133/500\n",
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"7/7 [==============================] - 0s 349us/sample - loss: 1.1365e-04\n",
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"Epoch 134/500\n",
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"7/7 [==============================] - 0s 326us/sample - loss: 1.1233e-04\n",
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"Epoch 135/500\n",
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"7/7 [==============================] - 0s 256us/sample - loss: 1.1102e-04\n",
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"Epoch 136/500\n",
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"7/7 [==============================] - 0s 295us/sample - loss: 1.0973e-04\n",
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"Epoch 137/500\n",
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"7/7 [==============================] - 0s 250us/sample - loss: 1.0845e-04\n",
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"Epoch 138/500\n",
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 449/500\n",
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"7/7 [==============================] - 0s 290us/sample - loss: 2.8123e-06\n",
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"7/7 [==============================] - 0s 237us/sample - loss: 2.7796e-06\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 2.7473e-06\n",
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"Epoch 452/500\n",
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"7/7 [==============================] - 0s 321us/sample - loss: 2.7153e-06\n",
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"Epoch 453/500\n",
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"7/7 [==============================] - 0s 329us/sample - loss: 2.6837e-06\n",
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"7/7 [==============================] - 0s 321us/sample - loss: 2.6525e-06\n",
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"7/7 [==============================] - 0s 256us/sample - loss: 2.6215e-06\n",
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"Epoch 456/500\n",
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"7/7 [==============================] - 0s 365us/sample - loss: 2.5911e-06\n",
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"Epoch 457/500\n",
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"7/7 [==============================] - 0s 326us/sample - loss: 2.5609e-06\n",
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"Epoch 458/500\n",
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"7/7 [==============================] - 0s 321us/sample - loss: 2.5311e-06\n",
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"7/7 [==============================] - 0s 304us/sample - loss: 2.5017e-06\n",
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"Epoch 460/500\n",
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"7/7 [==============================] - 0s 239us/sample - loss: 2.4726e-06\n",
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"Epoch 461/500\n",
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"7/7 [==============================] - 0s 259us/sample - loss: 2.4437e-06\n",
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"Epoch 462/500\n",
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"7/7 [==============================] - 0s 281us/sample - loss: 2.4153e-06\n",
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"Epoch 463/500\n",
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"7/7 [==============================] - 0s 347us/sample - loss: 2.3873e-06\n",
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"Epoch 464/500\n",
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"7/7 [==============================] - 0s 275us/sample - loss: 2.3595e-06\n",
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"Epoch 465/500\n",
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"7/7 [==============================] - 0s 257us/sample - loss: 2.3321e-06\n",
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"Epoch 466/500\n",
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"7/7 [==============================] - 0s 291us/sample - loss: 2.3048e-06\n",
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"Epoch 467/500\n",
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"7/7 [==============================] - 0s 280us/sample - loss: 2.2780e-06\n",
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"Epoch 468/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 2.2515e-06\n",
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"Epoch 469/500\n",
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"7/7 [==============================] - 0s 300us/sample - loss: 2.2253e-06\n",
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"Epoch 470/500\n",
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"7/7 [==============================] - 0s 243us/sample - loss: 2.1995e-06\n",
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"Epoch 471/500\n",
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"7/7 [==============================] - 0s 239us/sample - loss: 2.1738e-06\n",
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"Epoch 472/500\n",
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"7/7 [==============================] - 0s 250us/sample - loss: 2.1486e-06\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 473/500\n",
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"Epoch 474/500\n",
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"7/7 [==============================] - 0s 267us/sample - loss: 2.0988e-06\n",
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"Epoch 475/500\n",
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"7/7 [==============================] - 0s 237us/sample - loss: 2.0744e-06\n",
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"Epoch 476/500\n",
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"7/7 [==============================] - 0s 11ms/sample - loss: 2.0502e-06\n",
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"Epoch 477/500\n",
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"7/7 [==============================] - 0s 334us/sample - loss: 2.0265e-06\n",
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"Epoch 478/500\n",
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"7/7 [==============================] - 0s 310us/sample - loss: 2.0028e-06\n",
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"Epoch 479/500\n",
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"7/7 [==============================] - 0s 275us/sample - loss: 1.9796e-06\n",
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"Epoch 480/500\n",
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"7/7 [==============================] - 0s 234us/sample - loss: 1.9566e-06\n",
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"Epoch 481/500\n",
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"7/7 [==============================] - 0s 257us/sample - loss: 1.9337e-06\n",
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"Epoch 482/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 1.9113e-06\n",
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"Epoch 483/500\n",
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"7/7 [==============================] - 0s 278us/sample - loss: 1.8890e-06\n",
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"Epoch 484/500\n",
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"7/7 [==============================] - 0s 232us/sample - loss: 1.8669e-06\n",
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"Epoch 485/500\n",
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"7/7 [==============================] - 0s 241us/sample - loss: 1.8453e-06\n",
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"Epoch 486/500\n",
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"7/7 [==============================] - 0s 249us/sample - loss: 1.8238e-06\n",
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"Epoch 487/500\n",
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"7/7 [==============================] - 0s 13ms/sample - loss: 1.8026e-06\n",
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"Epoch 488/500\n",
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"7/7 [==============================] - 0s 281us/sample - loss: 1.7815e-06\n",
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"Epoch 489/500\n",
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"7/7 [==============================] - 0s 244us/sample - loss: 1.7608e-06\n",
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"Epoch 490/500\n",
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"7/7 [==============================] - 0s 222us/sample - loss: 1.7404e-06\n",
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"Epoch 491/500\n",
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"7/7 [==============================] - 0s 286us/sample - loss: 1.7201e-06\n",
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"Epoch 492/500\n",
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"7/7 [==============================] - 0s 228us/sample - loss: 1.7001e-06\n",
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"Epoch 493/500\n",
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"7/7 [==============================] - 0s 12ms/sample - loss: 1.6803e-06\n",
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"Epoch 494/500\n",
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"7/7 [==============================] - 0s 341us/sample - loss: 1.6607e-06\n",
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"Epoch 495/500\n",
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"7/7 [==============================] - 0s 240us/sample - loss: 1.6414e-06\n",
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"Epoch 496/500\n",
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"7/7 [==============================] - 0s 256us/sample - loss: 1.6224e-06\n",
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"Epoch 497/500\n",
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"7/7 [==============================] - 0s 238us/sample - loss: 1.6034e-06\n",
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"Epoch 498/500\n",
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"7/7 [==============================] - 0s 232us/sample - loss: 1.5848e-06\n",
|
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"Epoch 499/500\n",
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"7/7 [==============================] - 0s 235us/sample - loss: 1.5663e-06\n",
|
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"Epoch 500/500\n",
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"7/7 [==============================] - 0s 329us/sample - loss: 1.5481e-06\n",
|
|
"[4.0014544]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"prediction = house_model([7.0])\n",
|
|
"print(prediction)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"coursera": {
|
|
"course_slug": "introduction-tensorflow",
|
|
"graded_item_id": "jRjw8",
|
|
"launcher_item_id": "YoQKl"
|
|
},
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.8"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|