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solution.ipynb
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solution.ipynb
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 295,
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"execution_count": 316,
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"id": "ddcaf12b",
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"metadata": {},
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},
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{
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"cell_type": "code",
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"execution_count": 296,
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"execution_count": 317,
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"id": "70e3b6e3",
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"metadata": {},
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"outputs": [
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"8760"
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]
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},
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"execution_count": 296,
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"execution_count": 317,
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"metadata": {},
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"output_type": "execute_result"
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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": 297,
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"execution_count": 318,
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"id": "44f404d6",
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"metadata": {},
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"outputs": [
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@ -60,7 +60,7 @@
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"720"
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]
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},
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"execution_count": 297,
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"execution_count": 318,
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"metadata": {},
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"output_type": "execute_result"
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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": 298,
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"execution_count": 319,
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"id": "c760402a",
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"metadata": {},
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"outputs": [
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@ -82,7 +82,7 @@
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"9480"
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]
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},
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"execution_count": 298,
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"execution_count": 319,
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"metadata": {},
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"output_type": "execute_result"
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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": 299,
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"execution_count": 320,
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"id": "06f39e15",
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"metadata": {},
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},
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{
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"cell_type": "code",
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"execution_count": 300,
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"execution_count": 321,
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"id": "91c047f6",
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"metadata": {},
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"outputs": [
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"[9480 rows x 73 columns]"
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]
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},
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"execution_count": 300,
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"execution_count": 321,
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"metadata": {},
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"output_type": "execute_result"
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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": 301,
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"execution_count": 322,
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"id": "037f1315",
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"metadata": {},
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"outputs": [],
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},
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{
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"cell_type": "code",
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"execution_count": 302,
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"execution_count": 323,
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"id": "e03bae07",
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"metadata": {},
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"outputs": [
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"[8760 rows x 73 columns]"
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]
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},
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"execution_count": 302,
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"execution_count": 323,
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"metadata": {},
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"output_type": "execute_result"
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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": 303,
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"execution_count": 324,
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"id": "ede98181",
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"metadata": {},
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"outputs": [
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"[8760 rows x 1 columns]"
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]
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},
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"execution_count": 303,
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"execution_count": 324,
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"metadata": {},
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"output_type": "execute_result"
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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": 304,
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"execution_count": 325,
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"id": "9a950571",
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},
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{
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"cell_type": "code",
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"execution_count": 305,
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"execution_count": 326,
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"id": "f68e43f9",
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{
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"cell_type": "code",
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"execution_count": 306,
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"execution_count": 327,
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"id": "c1036c04",
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{
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"cell_type": "code",
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"execution_count": 307,
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"execution_count": 328,
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"id": "cec44474",
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"metadata": {},
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"outputs": [
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"text": [
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"(None, 73) <dtype: 'float32'>\n",
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"(None, 1) <dtype: 'float32'>\n",
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"dense_95 (None, 73) float32\n",
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"dense_96 (None, 1024) float32\n",
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"dense_97 (None, 512) float32\n",
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"dense_98 (None, 256) float32\n",
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"dense_99 (None, 128) float32\n",
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"dense_100 (None, 64) float32\n",
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"dense_101 (None, 32) float32\n",
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"dense_102 (None, 16) float32\n"
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"dense_103 (None, 73) float32\n",
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"dense_104 (None, 1024) float32\n",
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"dense_105 (None, 512) float32\n",
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"dense_106 (None, 256) float32\n",
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"dense_107 (None, 128) float32\n",
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"dense_108 (None, 64) float32\n",
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"dense_109 (None, 32) float32\n",
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"dense_110 (None, 16) float32\n"
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]
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},
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{
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"[None, None, None, None, None, None, None, None]"
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]
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},
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"execution_count": 307,
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"execution_count": 328,
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"metadata": {},
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"output_type": "execute_result"
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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": 308,
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"execution_count": 329,
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"id": "eb9cb318",
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"metadata": {
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"scrolled": true
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 1/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 1216.5399 - mean_squared_error: 1216.5399\n",
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"Epoch 2/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 794.1711 - mean_squared_error: 794.1711\n",
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"Epoch 3/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 580.7461 - mean_squared_error: 580.7461\n",
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"Epoch 4/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 484.1317 - mean_squared_error: 484.1317\n",
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"Epoch 5/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 441.7448 - mean_squared_error: 441.7448\n",
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"Epoch 6/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 392.2047 - mean_squared_error: 392.2047\n",
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"Epoch 7/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 361.4105 - mean_squared_error: 361.4105\n",
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"Epoch 8/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 312.9633 - mean_squared_error: 312.9633\n",
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"Epoch 9/100\n",
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"274/274 [==============================] - 2s 7ms/step - loss: 275.2529 - mean_squared_error: 275.2529\n",
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"Epoch 10/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 246.7625 - mean_squared_error: 246.7625\n",
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"Epoch 11/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 195.6685 - mean_squared_error: 195.6685\n",
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"Epoch 12/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 168.8491 - mean_squared_error: 168.8491\n",
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"Epoch 13/100\n",
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"274/274 [==============================] - 2s 7ms/step - loss: 150.1201 - mean_squared_error: 150.1201\n",
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"Epoch 14/100\n",
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"274/274 [==============================] - 2s 7ms/step - loss: 122.6171 - mean_squared_error: 122.6171\n",
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"Epoch 15/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 100.8923 - mean_squared_error: 100.8923\n",
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"Epoch 16/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 87.8484 - mean_squared_error: 87.8484\n",
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"Epoch 17/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 77.6876 - mean_squared_error: 77.6876\n",
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"Epoch 18/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 63.2032 - mean_squared_error: 63.2032\n",
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"Epoch 19/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 57.2543 - mean_squared_error: 57.2543\n",
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"Epoch 20/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 45.0924 - mean_squared_error: 45.0924\n",
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"Epoch 21/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 49.1593 - mean_squared_error: 49.1593\n",
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"Epoch 22/100\n",
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"274/274 [==============================] - 2s 7ms/step - loss: 58.2306 - mean_squared_error: 58.2306\n",
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"Epoch 23/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 48.0242 - mean_squared_error: 48.0242\n",
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"Epoch 24/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 38.6356 - mean_squared_error: 38.6356\n",
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"Epoch 25/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 30.9926 - mean_squared_error: 30.9926\n",
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"Epoch 26/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 29.7819 - mean_squared_error: 29.7819\n",
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"Epoch 27/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 32.5139 - mean_squared_error: 32.5139\n",
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"Epoch 28/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 40.1129 - mean_squared_error: 40.1129\n",
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"Epoch 29/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 51.6793 - mean_squared_error: 51.6793\n",
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"Epoch 30/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 37.1284 - mean_squared_error: 37.1284\n",
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"Epoch 31/100\n",
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"274/274 [==============================] - 2s 5ms/step - loss: 30.2074 - mean_squared_error: 30.2074\n",
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"Epoch 32/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 27.1982 - mean_squared_error: 27.1982\n",
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"Epoch 33/100\n",
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"274/274 [==============================] - 2s 7ms/step - loss: 26.5477 - mean_squared_error: 26.5477\n",
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"Epoch 34/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 25.7544 - mean_squared_error: 25.7544\n",
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"Epoch 35/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 24.1754 - mean_squared_error: 24.1754\n",
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"Epoch 36/100\n",
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"274/274 [==============================] - 2s 5ms/step - loss: 27.5213 - mean_squared_error: 27.5213\n",
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"Epoch 37/100\n",
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"274/274 [==============================] - 2s 5ms/step - loss: 30.3435 - mean_squared_error: 30.3435\n",
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"Epoch 38/100\n",
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"274/274 [==============================] - 2s 5ms/step - loss: 32.7374 - mean_squared_error: 32.7374\n",
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"Epoch 39/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 29.2545 - mean_squared_error: 29.2545\n",
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"Epoch 40/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 28.4834 - mean_squared_error: 28.4834\n",
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"Epoch 41/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 22.9177 - mean_squared_error: 22.9177\n",
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"Epoch 42/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 21.6796 - mean_squared_error: 21.6796\n",
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"Epoch 43/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 20.2429 - mean_squared_error: 20.2429\n",
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"Epoch 44/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 21.2112 - mean_squared_error: 21.2112\n",
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"Epoch 45/100\n",
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"274/274 [==============================] - 2s 5ms/step - loss: 25.0341 - mean_squared_error: 25.0341\n",
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"Epoch 46/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 22.3963 - mean_squared_error: 22.3963\n",
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"Epoch 47/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 23.1122 - mean_squared_error: 23.1122\n",
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"Epoch 48/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 28.0343 - mean_squared_error: 28.0343\n",
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"Epoch 49/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 22.2908 - mean_squared_error: 22.2908\n",
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"Epoch 50/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 21.7871 - mean_squared_error: 21.7871\n",
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"Epoch 51/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 19.8841 - mean_squared_error: 19.8841\n",
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"Epoch 52/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 20.5390 - mean_squared_error: 20.5390\n",
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"Epoch 53/100\n",
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"274/274 [==============================] - 2s 5ms/step - loss: 22.3869 - mean_squared_error: 22.3869\n",
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"Epoch 54/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 20.6540 - mean_squared_error: 20.6540\n",
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"Epoch 55/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 18.3056 - mean_squared_error: 18.3056\n",
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"Epoch 56/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 22.7574 - mean_squared_error: 22.7574\n",
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"Epoch 57/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 20.1425 - mean_squared_error: 20.1425\n",
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"Epoch 58/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 17.5521 - mean_squared_error: 17.5521\n",
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"Epoch 59/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 18.2735 - mean_squared_error: 18.2735\n",
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"Epoch 60/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 17.6372 - mean_squared_error: 17.6372\n",
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"Epoch 61/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 15.2790 - mean_squared_error: 15.2790\n",
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"Epoch 62/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 12.9527 - mean_squared_error: 12.9527\n",
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"Epoch 63/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 13.2732 - mean_squared_error: 13.2732\n",
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"Epoch 64/100\n",
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"274/274 [==============================] - 2s 7ms/step - loss: 18.0740 - mean_squared_error: 18.0740\n",
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"Epoch 65/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 23.5823 - mean_squared_error: 23.5823\n",
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"Epoch 66/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 22.4731 - mean_squared_error: 22.4731\n",
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"Epoch 67/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 17.0889 - mean_squared_error: 17.0889\n",
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"Epoch 68/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 13.5507 - mean_squared_error: 13.5507\n",
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"Epoch 69/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 14.6270 - mean_squared_error: 14.6270\n",
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"Epoch 70/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 15.7420 - mean_squared_error: 15.7420\n",
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"Epoch 71/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 15.6920 - mean_squared_error: 15.6920\n",
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"Epoch 72/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 17.8469 - mean_squared_error: 17.8469\n",
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"Epoch 73/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 20.0690 - mean_squared_error: 20.0690\n",
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"Epoch 74/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 16.4538 - mean_squared_error: 16.4538\n",
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"Epoch 75/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 13.7226 - mean_squared_error: 13.7226\n",
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"Epoch 76/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 11.6082 - mean_squared_error: 11.6082\n",
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"Epoch 77/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 11.4206 - mean_squared_error: 11.4206\n",
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"Epoch 78/100\n",
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"274/274 [==============================] - 2s 6ms/step - loss: 12.9487 - mean_squared_error: 12.9487\n",
|
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"Epoch 79/100\n",
|
||||
"274/274 [==============================] - 2s 7ms/step - loss: 14.9138 - mean_squared_error: 14.9138\n",
|
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"Epoch 80/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 16.7601 - mean_squared_error: 16.7601\n",
|
||||
"Epoch 81/100\n",
|
||||
"274/274 [==============================] - 2s 7ms/step - loss: 16.3490 - mean_squared_error: 16.3490\n",
|
||||
"Epoch 82/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 12.4280 - mean_squared_error: 12.4280\n",
|
||||
"Epoch 83/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 9.2046 - mean_squared_error: 9.2046\n",
|
||||
"Epoch 84/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 8.5721 - mean_squared_error: 8.5721\n",
|
||||
"Epoch 85/100\n",
|
||||
"274/274 [==============================] - 2s 7ms/step - loss: 9.8912 - mean_squared_error: 9.8912\n",
|
||||
"Epoch 86/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 10.4523 - mean_squared_error: 10.4523\n",
|
||||
"Epoch 87/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 19.6175 - mean_squared_error: 19.6175\n",
|
||||
"Epoch 88/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 16.5808 - mean_squared_error: 16.5808\n",
|
||||
"Epoch 89/100\n",
|
||||
"274/274 [==============================] - 2s 5ms/step - loss: 15.8564 - mean_squared_error: 15.8564\n",
|
||||
"Epoch 90/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 12.2800 - mean_squared_error: 12.2800\n",
|
||||
"Epoch 91/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 10.0090 - mean_squared_error: 10.0090\n",
|
||||
"Epoch 92/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 9.4647 - mean_squared_error: 9.4647\n",
|
||||
"Epoch 93/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 10.7999 - mean_squared_error: 10.7999\n",
|
||||
"Epoch 94/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 10.2449 - mean_squared_error: 10.2449\n",
|
||||
"Epoch 95/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 10.0525 - mean_squared_error: 10.0525\n",
|
||||
"Epoch 96/100\n",
|
||||
"274/274 [==============================] - 2s 5ms/step - loss: 11.3375 - mean_squared_error: 11.3375\n",
|
||||
"Epoch 97/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 11.6955 - mean_squared_error: 11.6955\n",
|
||||
"Epoch 98/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 11.2546 - mean_squared_error: 11.2546\n",
|
||||
"Epoch 99/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 10.2126 - mean_squared_error: 10.2126\n",
|
||||
"Epoch 100/100\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 8.5690 - mean_squared_error: 8.5690\n"
|
||||
"Epoch 1/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 1148.3020 - mean_squared_error: 1148.3020\n",
|
||||
"Epoch 2/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 763.9616 - mean_squared_error: 763.9616\n",
|
||||
"Epoch 3/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 545.3013 - mean_squared_error: 545.3013\n",
|
||||
"Epoch 4/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 461.5141 - mean_squared_error: 461.5141\n",
|
||||
"Epoch 5/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 422.0508 - mean_squared_error: 422.0508\n",
|
||||
"Epoch 6/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 391.7643 - mean_squared_error: 391.7643\n",
|
||||
"Epoch 7/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 331.7844 - mean_squared_error: 331.7844\n",
|
||||
"Epoch 8/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 301.6153 - mean_squared_error: 301.6153\n",
|
||||
"Epoch 9/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 260.0949 - mean_squared_error: 260.0949\n",
|
||||
"Epoch 10/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 224.1433 - mean_squared_error: 224.1433\n",
|
||||
"Epoch 11/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 201.2247 - mean_squared_error: 201.2247\n",
|
||||
"Epoch 12/80\n",
|
||||
"274/274 [==============================] - 1s 5ms/step - loss: 170.9166 - mean_squared_error: 170.9166\n",
|
||||
"Epoch 13/80\n",
|
||||
"274/274 [==============================] - 1s 5ms/step - loss: 139.1919 - mean_squared_error: 139.1919\n",
|
||||
"Epoch 14/80\n",
|
||||
"274/274 [==============================] - 1s 5ms/step - loss: 115.9581 - mean_squared_error: 115.9581\n",
|
||||
"Epoch 15/80\n",
|
||||
"274/274 [==============================] - 1s 5ms/step - loss: 103.9778 - mean_squared_error: 103.9778\n",
|
||||
"Epoch 16/80\n",
|
||||
"274/274 [==============================] - 1s 5ms/step - loss: 88.2708 - mean_squared_error: 88.2708\n",
|
||||
"Epoch 17/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 72.0225 - mean_squared_error: 72.0225\n",
|
||||
"Epoch 18/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 63.5714 - mean_squared_error: 63.5714\n",
|
||||
"Epoch 19/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 56.0757 - mean_squared_error: 56.0757\n",
|
||||
"Epoch 20/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 52.9535 - mean_squared_error: 52.9535\n",
|
||||
"Epoch 21/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 50.0143 - mean_squared_error: 50.0143\n",
|
||||
"Epoch 22/80\n",
|
||||
"274/274 [==============================] - 2s 7ms/step - loss: 41.2315 - mean_squared_error: 41.2315\n",
|
||||
"Epoch 23/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 39.8365 - mean_squared_error: 39.8365\n",
|
||||
"Epoch 24/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 41.5614 - mean_squared_error: 41.5614\n",
|
||||
"Epoch 25/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 42.3862 - mean_squared_error: 42.3862\n",
|
||||
"Epoch 26/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 38.0177 - mean_squared_error: 38.0177\n",
|
||||
"Epoch 27/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 36.0990 - mean_squared_error: 36.0990\n",
|
||||
"Epoch 28/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 41.5000 - mean_squared_error: 41.5000\n",
|
||||
"Epoch 29/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 37.8813 - mean_squared_error: 37.8813\n",
|
||||
"Epoch 30/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 37.9894 - mean_squared_error: 37.9894\n",
|
||||
"Epoch 31/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 31.0013 - mean_squared_error: 31.0013\n",
|
||||
"Epoch 32/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 24.9764 - mean_squared_error: 24.9764\n",
|
||||
"Epoch 33/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 31.9433 - mean_squared_error: 31.9433\n",
|
||||
"Epoch 34/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 31.7013 - mean_squared_error: 31.7013\n",
|
||||
"Epoch 35/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 29.5324 - mean_squared_error: 29.5324\n",
|
||||
"Epoch 36/80\n",
|
||||
"274/274 [==============================] - 2s 5ms/step - loss: 32.4733 - mean_squared_error: 32.4733\n",
|
||||
"Epoch 37/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 23.7742 - mean_squared_error: 23.7742\n",
|
||||
"Epoch 38/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 27.0307 - mean_squared_error: 27.0307\n",
|
||||
"Epoch 39/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 28.7847 - mean_squared_error: 28.7847\n",
|
||||
"Epoch 40/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 31.0826 - mean_squared_error: 31.0826\n",
|
||||
"Epoch 41/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 26.5976 - mean_squared_error: 26.5976\n",
|
||||
"Epoch 42/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 24.3899 - mean_squared_error: 24.3899\n",
|
||||
"Epoch 43/80\n",
|
||||
"274/274 [==============================] - 2s 7ms/step - loss: 20.7662 - mean_squared_error: 20.7662\n",
|
||||
"Epoch 44/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 19.0226 - mean_squared_error: 19.0226\n",
|
||||
"Epoch 45/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 19.3724 - mean_squared_error: 19.3724\n",
|
||||
"Epoch 46/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 24.7011 - mean_squared_error: 24.7011\n",
|
||||
"Epoch 47/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 25.1954 - mean_squared_error: 25.1954\n",
|
||||
"Epoch 48/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 29.5989 - mean_squared_error: 29.5989\n",
|
||||
"Epoch 49/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 22.7573 - mean_squared_error: 22.7573\n",
|
||||
"Epoch 50/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 23.1566 - mean_squared_error: 23.1566\n",
|
||||
"Epoch 51/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 18.3705 - mean_squared_error: 18.3705\n",
|
||||
"Epoch 52/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 16.7029 - mean_squared_error: 16.7029\n",
|
||||
"Epoch 53/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 16.9602 - mean_squared_error: 16.9602\n",
|
||||
"Epoch 54/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 21.2996 - mean_squared_error: 21.2996\n",
|
||||
"Epoch 55/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 19.7800 - mean_squared_error: 19.7800\n",
|
||||
"Epoch 56/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 19.7060 - mean_squared_error: 19.7060\n",
|
||||
"Epoch 57/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 20.6657 - mean_squared_error: 20.6657\n",
|
||||
"Epoch 58/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 19.9114 - mean_squared_error: 19.9114\n",
|
||||
"Epoch 59/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 15.5104 - mean_squared_error: 15.5104\n",
|
||||
"Epoch 60/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 14.6696 - mean_squared_error: 14.6696\n",
|
||||
"Epoch 61/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 15.2659 - mean_squared_error: 15.2659\n",
|
||||
"Epoch 62/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 18.6857 - mean_squared_error: 18.6857\n",
|
||||
"Epoch 63/80\n",
|
||||
"274/274 [==============================] - 2s 7ms/step - loss: 19.9120 - mean_squared_error: 19.9120\n",
|
||||
"Epoch 64/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 22.7588 - mean_squared_error: 22.7588\n",
|
||||
"Epoch 65/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 18.3624 - mean_squared_error: 18.3624\n",
|
||||
"Epoch 66/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 19.8439 - mean_squared_error: 19.8439\n",
|
||||
"Epoch 67/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 15.1439 - mean_squared_error: 15.1439\n",
|
||||
"Epoch 68/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 14.6623 - mean_squared_error: 14.6623\n",
|
||||
"Epoch 69/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 14.0223 - mean_squared_error: 14.0223\n",
|
||||
"Epoch 70/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 20.7763 - mean_squared_error: 20.7763\n",
|
||||
"Epoch 71/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 19.1875 - mean_squared_error: 19.1875\n",
|
||||
"Epoch 72/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 14.1436 - mean_squared_error: 14.1436\n",
|
||||
"Epoch 73/80\n",
|
||||
"274/274 [==============================] - 2s 7ms/step - loss: 14.2062 - mean_squared_error: 14.2062\n",
|
||||
"Epoch 74/80\n",
|
||||
"274/274 [==============================] - 2s 7ms/step - loss: 10.8038 - mean_squared_error: 10.8038\n",
|
||||
"Epoch 75/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 10.9576 - mean_squared_error: 10.9576\n",
|
||||
"Epoch 76/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 12.1856 - mean_squared_error: 12.1856\n",
|
||||
"Epoch 77/80\n",
|
||||
"274/274 [==============================] - 2s 7ms/step - loss: 12.5274 - mean_squared_error: 12.5274\n",
|
||||
"Epoch 78/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 14.9551 - mean_squared_error: 14.9551\n",
|
||||
"Epoch 79/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 15.9294 - mean_squared_error: 15.9294\n",
|
||||
"Epoch 80/80\n",
|
||||
"274/274 [==============================] - 2s 6ms/step - loss: 16.6070 - mean_squared_error: 16.6070\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"<keras.callbacks.History at 0x20e6929d2e0>"
|
||||
"<keras.callbacks.History at 0x20e7057ed30>"
|
||||
]
|
||||
},
|
||||
"execution_count": 308,
|
||||
"execution_count": 329,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"model.compile(loss= \"mean_squared_error\" , optimizer=\"adam\", metrics=[\"mean_squared_error\"])\n",
|
||||
"model.fit(x, y, epochs=100)"
|
||||
"model.fit(x, y, epochs=80)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 309,
|
||||
"execution_count": 330,
|
||||
"id": "bad4d35a",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
@ -1343,7 +1303,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 310,
|
||||
"execution_count": 331,
|
||||
"id": "a3b6fff0",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@ -1353,7 +1313,7 @@
|
||||
"9480"
|
||||
]
|
||||
},
|
||||
"execution_count": 310,
|
||||
"execution_count": 331,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
@ -1365,7 +1325,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 311,
|
||||
"execution_count": 332,
|
||||
"id": "cdf89362",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@ -1375,7 +1335,7 @@
|
||||
"9480"
|
||||
]
|
||||
},
|
||||
"execution_count": 311,
|
||||
"execution_count": 332,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
@ -1387,7 +1347,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 312,
|
||||
"execution_count": 333,
|
||||
"id": "fe00b876",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@ -1774,7 +1734,7 @@
|
||||
"[9480 rows x 73 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 312,
|
||||
"execution_count": 333,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
@ -1786,7 +1746,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 313,
|
||||
"execution_count": 334,
|
||||
"id": "657a7976",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@ -2173,7 +2133,7 @@
|
||||
"[720 rows x 73 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 313,
|
||||
"execution_count": 334,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
@ -2185,7 +2145,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 314,
|
||||
"execution_count": 335,
|
||||
"id": "1163c550",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@ -2203,7 +2163,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 315,
|
||||
"execution_count": 336,
|
||||
"id": "6c24ee76",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
|
||||
Loading…
Reference in New Issue
Block a user