Newer
Older
" <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>14.818582</td>\n",
" <td>2.184413</td>\n",
" <td>14.818582</td>\n",
" <td>24.071941</td>\n",
" <td>2.982580</td>\n",
" <td>24.071941</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>49.731421</td>\n",
" <td>2.188201</td>\n",
" <td>49.731421</td>\n",
" <td>42.111347</td>\n",
" <td>1.716397</td>\n",
" <td>42.111343</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>3.858273</td>\n",
" <td>1.363305</td>\n",
" <td>3.858273</td>\n",
" <td>16.594921</td>\n",
" <td>2.499200</td>\n",
" <td>16.594921</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>4.748249</td>\n",
" <td>1.506647</td>\n",
" <td>4.748249</td>\n",
" <td>17.211671</td>\n",
" <td>2.589341</td>\n",
" <td>17.211670</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>6.260442</td>\n",
" <td>1.709452</td>\n",
" <td>6.260441</td>\n",
" <td>17.705071</td>\n",
" <td>2.672678</td>\n",
" <td>17.705070</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>8.836285</td>\n",
" <td>2.033191</td>\n",
" <td>8.836285</td>\n",
" <td>18.207432</td>\n",
" <td>2.768316</td>\n",
" <td>18.207432</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>447.893489</td>\n",
" <td>19.412493</td>\n",
" <td>447.893494</td>\n",
" <td>411.495891</td>\n",
" <td>17.630041</td>\n",
" <td>411.495850</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 14.818582 2.184413 14.818582 24.071941 2.982580 24.071941\n",
"std 49.731421 2.188201 49.731421 42.111347 1.716397 42.111343\n",
"min 3.858273 1.363305 3.858273 16.594921 2.499200 16.594921\n",
"25% 4.748249 1.506647 4.748249 17.211671 2.589341 17.211670\n",
"50% 6.260442 1.709452 6.260441 17.705071 2.672678 17.705070\n",
"75% 8.836285 2.033191 8.836285 18.207432 2.768316 18.207432\n",
"max 447.893489 19.412493 447.893494 411.495891 17.630041 411.495850"
"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))"
]
},
"<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
}
],
"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
}