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       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>10.804498</td>\n",
       "      <td>2.264170</td>\n",
       "      <td>10.804498</td>\n",
       "      <td>13.190069</td>\n",
       "      <td>2.684103</td>\n",
       "      <td>13.190069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>487.088752</td>\n",
       "      <td>19.903234</td>\n",
       "      <td>487.088806</td>\n",
       "      <td>308.107062</td>\n",
       "      <td>15.720711</td>\n",
       "      <td>308.107025</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    16.923365    2.358762   16.923366   16.978941    2.841583   16.978941\n",
       "std     54.036160    2.224360   54.036166   30.835249    1.454863   30.835245\n",
       "min      3.920552    1.414271    3.920552   10.937433    2.406456   10.937432\n",
       "25%      5.190493    1.639175    5.190493   11.675147    2.494811   11.675148\n",
       "50%      7.041478    1.889034    7.041478   12.345290    2.572589   12.345290\n",
       "75%     10.804498    2.264170   10.804498   13.190069    2.684103   13.190069\n",
       "max    487.088752   19.903234  487.088806  308.107062   15.720711  308.107025"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df=pd.DataFrame(data=history.history)\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "min( val_mae ) : 2.4065\n"
   "source": [
    "print(\"min( val_mae ) : {:.4f}\".format( min(history.history[\"val_mae\"]) ) )"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 25,
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
      "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']})"
   ]
  },
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Jean-Luc Parouty committed
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 7 - Make a prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prédiction : 9.84 K$\n",
      "Reality    : 10.40 K$\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))"
   ]
  },
   "cell_type": "markdown",
   "source": [
    "---\n",
    "That's all folks !"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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