Newer
Older
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>100.000000</td>\n",
" <td>100.000000</td>\n",
" <td>100.000000</td>\n",
" <td>100.000000</td>\n",
" <td>100.000000</td>\n",
" <td>100.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>15.144930</td>\n",
" <td>2.312168</td>\n",
" <td>15.144930</td>\n",
" <td>17.019036</td>\n",
" <td>2.582618</td>\n",
" <td>17.019036</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>43.707091</td>\n",
" <td>1.906713</td>\n",
" <td>43.707090</td>\n",
" <td>26.587745</td>\n",
" <td>1.288267</td>\n",
" <td>26.587746</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>5.007155</td>\n",
" <td>1.505515</td>\n",
" <td>5.007155</td>\n",
" <td>8.362053</td>\n",
" <td>2.023406</td>\n",
" <td>8.362053</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>6.285225</td>\n",
" <td>1.716563</td>\n",
" <td>6.285225</td>\n",
" <td>10.419040</td>\n",
" <td>2.192718</td>\n",
" <td>10.419040</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>8.037316</td>\n",
" <td>1.922454</td>\n",
" <td>8.037317</td>\n",
" <td>12.488579</td>\n",
" <td>2.301342</td>\n",
" <td>12.488580</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>10.482029</td>\n",
" <td>2.189933</td>\n",
" <td>10.482029</td>\n",
" <td>14.470699</td>\n",
" <td>2.503943</td>\n",
" <td>14.470701</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>414.560260</td>\n",
" <td>18.257650</td>\n",
" <td>414.560242</td>\n",
" <td>266.372801</td>\n",
" <td>13.991282</td>\n",
" <td>266.372803</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" loss mae mse val_loss val_mae val_mse\n",
"count 100.000000 100.000000 100.000000 100.000000 100.000000 100.000000\n",
"mean 15.144930 2.312168 15.144930 17.019036 2.582618 17.019036\n",
"std 43.707091 1.906713 43.707090 26.587745 1.288267 26.587746\n",
"min 5.007155 1.505515 5.007155 8.362053 2.023406 8.362053\n",
"25% 6.285225 1.716563 6.285225 10.419040 2.192718 10.419040\n",
"50% 8.037316 1.922454 8.037317 12.488579 2.301342 12.488580\n",
"75% 10.482029 2.189933 10.482029 14.470699 2.503943 14.470701\n",
"max 414.560260 18.257650 414.560242 266.372801 13.991282 266.372803"
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"df=pd.DataFrame(data=history.history)\n",
"df.describe()"
]
},
{
"cell_type": "code",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"source": [
"print(\"min( val_mae ) : {:.4f}\".format( min(history.history[\"val_mae\"]) ) )"
]
},
{
"cell_type": "code",
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ooo.plot_history(history, plot={'MSE' :['mse', 'val_mse'],\n",
" 'MAE' :['mae', 'val_mae'],\n",
" 'LOSS':['loss','val_loss']})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 7 - Make a prediction"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"my_data = [ 1.26425925, -0.48522739, 1.0436489 , -0.23112788, 1.37120745,\n",
" -2.14308942, 1.13489104, -1.06802005, 1.71189006, 1.57042287,\n",
" 0.77859951, 0.14769795, 2.7585581 ]\n",
"real_price = 10.4\n",
"\n",
"my_data=np.array(my_data).reshape(1,13)"
]
},
{
"cell_type": "code",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reality : 10.40 K$\n"
]
}
],
"source": [
"\n",
"predictions = model.predict( my_data )\n",
"print(\"Prédiction : {:.2f} K$\".format(predictions[0][0]))\n",
"print(\"Reality : {:.2f} K$\".format(real_price))"
]
},
""
}
],
"metadata": {
"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",
}
},
"nbformat": 4,
"nbformat_minor": 4
}