diff --git a/fidle/02-running-ci-tests.ipynb b/fidle/02-running-ci-tests.ipynb
index 2e03adca79809965ded38ae4f67d09d113734cc7..354a1de38ad828158fd0e62d85e8eb8088bb1a37 100644
--- a/fidle/02-running-ci-tests.ipynb
+++ b/fidle/02-running-ci-tests.ipynb
@@ -125,7 +125,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.7"
+   "version": "3.8.5"
   }
  },
  "nbformat": 4,
diff --git a/fidle/03-ci-report==done==.ipynb b/fidle/03-ci-report==done==.ipynb
deleted file mode 100644
index 4efd2c0509c84828301975e3033d1025c47bd4e2..0000000000000000000000000000000000000000
--- a/fidle/03-ci-report==done==.ipynb
+++ /dev/null
@@ -1,514 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
-    "\n",
-    "\n",
-    "## Continuous integration report\n",
-    "\n",
-    "Réalisation des tests : [02-running-ci-tests.ipynb](02-running-ci-tests.ipynb)  \n",
-    "Résultats bruts : [./logs/ci_report.json](./logs/ci_report.json)  "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "### About :"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**Version** : 1.0  \n",
-       "**Output_Tag** : ==done==  \n",
-       "**Save_Figs** : True  \n",
-       "**Description** : Full profile for GPU  \n",
-       "**Host** : r11i2n4  \n",
-       "**Profile** : ./ci/full_gpu.yml  \n",
-       "**Start** : 27/01/21 18:20:51  \n",
-       "**End** : 27/01/21 20:34:28  \n",
-       "**Duration** : 2:13:37  \n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "### Details :"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<style  type=\"text/css\" >\n",
-       "    #T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbd td {\n",
-       "          font-size: 110%;\n",
-       "          text-align: left;\n",
-       "    }    #T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbd th {\n",
-       "          font-size: 110%;\n",
-       "          text-align: left;\n",
-       "    }</style><table id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbd\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >Run</th>        <th class=\"col_heading level0 col1\" >Id</th>        <th class=\"col_heading level0 col2\" >Dir</th>        <th class=\"col_heading level0 col3\" >Src</th>        <th class=\"col_heading level0 col4\" >Out</th>        <th class=\"col_heading level0 col5\" >Start</th>        <th class=\"col_heading level0 col6\" >End</th>        <th class=\"col_heading level0 col7\" >Duration</th>        <th class=\"col_heading level0 col8\" >State</th>    </tr></thead><tbody>\n",
-       "                <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow0_col0\" class=\"data row0 col0\" >LINR1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow0_col1\" class=\"data row0 col1\" ><a href='../LinearReg/01-Linear-Regression.ipynb'>LINR1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow0_col2\" class=\"data row0 col2\" >LinearReg</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow0_col3\" class=\"data row0 col3\" ><a href='../LinearReg/01-Linear-Regression.ipynb'>01-Linear-Regression.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow0_col4\" class=\"data row0 col4\" ><a href='../LinearReg/01-Linear-Regression==done==.ipynb'>01-Linear-Regression==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow0_col5\" class=\"data row0 col5\" >27/01/21 18:20:51</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow0_col6\" class=\"data row0 col6\" >27/01/21 18:21:10</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow0_col7\" class=\"data row0 col7\" >0:00:18</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow0_col8\" class=\"data row0 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow1_col0\" class=\"data row1 col0\" >GRAD1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow1_col1\" class=\"data row1 col1\" ><a href='../LinearReg/02-Gradient-descent.ipynb'>GRAD1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow1_col2\" class=\"data row1 col2\" >LinearReg</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow1_col3\" class=\"data row1 col3\" ><a href='../LinearReg/02-Gradient-descent.ipynb'>02-Gradient-descent.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow1_col4\" class=\"data row1 col4\" ><a href='../LinearReg/02-Gradient-descent==done==.ipynb'>02-Gradient-descent==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow1_col5\" class=\"data row1 col5\" >27/01/21 18:21:10</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow1_col6\" class=\"data row1 col6\" >27/01/21 18:21:22</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow1_col7\" class=\"data row1 col7\" >0:00:11</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow1_col8\" class=\"data row1 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow2_col0\" class=\"data row2 col0\" >POLR1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow2_col1\" class=\"data row2 col1\" ><a href='../LinearReg/03-Polynomial-Regression.ipynb'>POLR1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow2_col2\" class=\"data row2 col2\" >LinearReg</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow2_col3\" class=\"data row2 col3\" ><a href='../LinearReg/03-Polynomial-Regression.ipynb'>03-Polynomial-Regression.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow2_col4\" class=\"data row2 col4\" ><a href='../LinearReg/03-Polynomial-Regression==done==.ipynb'>03-Polynomial-Regression==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow2_col5\" class=\"data row2 col5\" >27/01/21 18:21:22</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow2_col6\" class=\"data row2 col6\" >27/01/21 18:21:30</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow2_col7\" class=\"data row2 col7\" >0:00:08</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow2_col8\" class=\"data row2 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow3_col0\" class=\"data row3 col0\" >LOGR1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow3_col1\" class=\"data row3 col1\" ><a href='../LinearReg/04-Logistic-Regression.ipynb'>LOGR1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow3_col2\" class=\"data row3 col2\" >LinearReg</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow3_col3\" class=\"data row3 col3\" ><a href='../LinearReg/04-Logistic-Regression.ipynb'>04-Logistic-Regression.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow3_col4\" class=\"data row3 col4\" ><a href='../LinearReg/04-Logistic-Regression==done==.ipynb'>04-Logistic-Regression==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow3_col5\" class=\"data row3 col5\" >27/01/21 18:21:30</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow3_col6\" class=\"data row3 col6\" >27/01/21 18:21:36</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow3_col7\" class=\"data row3 col7\" >0:00:06</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow3_col8\" class=\"data row3 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow4_col0\" class=\"data row4 col0\" >PER57</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow4_col1\" class=\"data row4 col1\" ><a href='../IRIS/01-Simple-Perceptron.ipynb'>PER57</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow4_col2\" class=\"data row4 col2\" >IRIS</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow4_col3\" class=\"data row4 col3\" ><a href='../IRIS/01-Simple-Perceptron.ipynb'>01-Simple-Perceptron.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow4_col4\" class=\"data row4 col4\" ><a href='../IRIS/01-Simple-Perceptron==done==.ipynb'>01-Simple-Perceptron==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow4_col5\" class=\"data row4 col5\" >27/01/21 18:21:37</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow4_col6\" class=\"data row4 col6\" >27/01/21 18:21:42</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow4_col7\" class=\"data row4 col7\" >0:00:05</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow4_col8\" class=\"data row4 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow5_col0\" class=\"data row5 col0\" >BHPD1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow5_col1\" class=\"data row5 col1\" ><a href='../BHPD/01-DNN-Regression.ipynb'>BHPD1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow5_col2\" class=\"data row5 col2\" >BHPD</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow5_col3\" class=\"data row5 col3\" ><a href='../BHPD/01-DNN-Regression.ipynb'>01-DNN-Regression.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow5_col4\" class=\"data row5 col4\" ><a href='../BHPD/01-DNN-Regression==done==.ipynb'>01-DNN-Regression==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow5_col5\" class=\"data row5 col5\" >27/01/21 18:21:42</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow5_col6\" class=\"data row5 col6\" >27/01/21 18:21:56</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow5_col7\" class=\"data row5 col7\" >0:00:14</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow5_col8\" class=\"data row5 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow6_col0\" class=\"data row6 col0\" >BHPD2</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow6_col1\" class=\"data row6 col1\" ><a href='../BHPD/02-DNN-Regression-Premium.ipynb'>BHPD2</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow6_col2\" class=\"data row6 col2\" >BHPD</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow6_col3\" class=\"data row6 col3\" ><a href='../BHPD/02-DNN-Regression-Premium.ipynb'>02-DNN-Regression-Premium.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow6_col4\" class=\"data row6 col4\" ><a href='../BHPD/02-DNN-Regression-Premium==done==.ipynb'>02-DNN-Regression-Premium==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow6_col5\" class=\"data row6 col5\" >27/01/21 18:21:56</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow6_col6\" class=\"data row6 col6\" >27/01/21 18:22:18</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow6_col7\" class=\"data row6 col7\" >0:00:21</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow6_col8\" class=\"data row6 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow7_col0\" class=\"data row7 col0\" >MNIST1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow7_col1\" class=\"data row7 col1\" ><a href='../MNIST/01-DNN-MNIST.ipynb'>MNIST1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow7_col2\" class=\"data row7 col2\" >MNIST</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow7_col3\" class=\"data row7 col3\" ><a href='../MNIST/01-DNN-MNIST.ipynb'>01-DNN-MNIST.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow7_col4\" class=\"data row7 col4\" ><a href='../MNIST/01-DNN-MNIST==done==.ipynb'>01-DNN-MNIST==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow7_col5\" class=\"data row7 col5\" >27/01/21 18:22:18</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow7_col6\" class=\"data row7 col6\" >27/01/21 18:23:06</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow7_col7\" class=\"data row7 col7\" >0:00:47</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow7_col8\" class=\"data row7 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow8_col0\" class=\"data row8 col0\" >GTSRB1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow8_col1\" class=\"data row8 col1\" ><a href='../GTSRB/01-Preparation-of-data.ipynb'>GTSRB1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow8_col2\" class=\"data row8 col2\" >GTSRB</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow8_col3\" class=\"data row8 col3\" ><a href='../GTSRB/01-Preparation-of-data.ipynb'>01-Preparation-of-data.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow8_col4\" class=\"data row8 col4\" ><a href='../GTSRB/01-Preparation-of-data==done==.ipynb'>01-Preparation-of-data==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow8_col5\" class=\"data row8 col5\" >27/01/21 18:23:06</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow8_col6\" class=\"data row8 col6\" >27/01/21 18:27:28</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow8_col7\" class=\"data row8 col7\" >0:04:22</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow8_col8\" class=\"data row8 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow9_col0\" class=\"data row9 col0\" >GTSRB2</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow9_col1\" class=\"data row9 col1\" ><a href='../GTSRB/02-First-convolutions.ipynb'>GTSRB2</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow9_col2\" class=\"data row9 col2\" >GTSRB</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow9_col3\" class=\"data row9 col3\" ><a href='../GTSRB/02-First-convolutions.ipynb'>02-First-convolutions.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow9_col4\" class=\"data row9 col4\" ><a href='../GTSRB/02-First-convolutions==done==.ipynb'>02-First-convolutions==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow9_col5\" class=\"data row9 col5\" >27/01/21 18:27:29</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow9_col6\" class=\"data row9 col6\" >27/01/21 18:27:59</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow9_col7\" class=\"data row9 col7\" >0:00:29</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow9_col8\" class=\"data row9 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow10_col0\" class=\"data row10 col0\" >GTSRB3</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow10_col1\" class=\"data row10 col1\" ><a href='../GTSRB/03-Tracking-and-visualizing.ipynb'>GTSRB3</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow10_col2\" class=\"data row10 col2\" >GTSRB</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow10_col3\" class=\"data row10 col3\" ><a href='../GTSRB/03-Tracking-and-visualizing.ipynb'>03-Tracking-and-visualizing.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow10_col4\" class=\"data row10 col4\" ><a href='../GTSRB/03-Tracking-and-visualizing==done==.ipynb'>03-Tracking-and-visualizing==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow10_col5\" class=\"data row10 col5\" >27/01/21 18:27:59</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow10_col6\" class=\"data row10 col6\" >27/01/21 18:28:51</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow10_col7\" class=\"data row10 col7\" >0:00:52</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow10_col8\" class=\"data row10 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow11_col0\" class=\"data row11 col0\" >GTSRB4</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow11_col1\" class=\"data row11 col1\" ><a href='../GTSRB/04-Data-augmentation.ipynb'>GTSRB4</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow11_col2\" class=\"data row11 col2\" >GTSRB</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow11_col3\" class=\"data row11 col3\" ><a href='../GTSRB/04-Data-augmentation.ipynb'>04-Data-augmentation.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow11_col4\" class=\"data row11 col4\" ><a href='../GTSRB/04-Data-augmentation==done==.ipynb'>04-Data-augmentation==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow11_col5\" class=\"data row11 col5\" >27/01/21 18:28:51</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow11_col6\" class=\"data row11 col6\" >27/01/21 18:30:10</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow11_col7\" class=\"data row11 col7\" >0:01:19</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow11_col8\" class=\"data row11 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow12_col0\" class=\"data row12 col0\" >GTSRB5_r1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow12_col1\" class=\"data row12 col1\" ><a href='../GTSRB/05-Full-convolutions.ipynb'>GTSRB5</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow12_col2\" class=\"data row12 col2\" >GTSRB</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow12_col3\" class=\"data row12 col3\" ><a href='../GTSRB/05-Full-convolutions.ipynb'>05-Full-convolutions.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow12_col4\" class=\"data row12 col4\" ><a href='../GTSRB/05-Full-convolutions=1==done==.ipynb'>05-Full-convolutions=1==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow12_col5\" class=\"data row12 col5\" >27/01/21 18:30:11</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow12_col6\" class=\"data row12 col6\" >27/01/21 19:03:51</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow12_col7\" class=\"data row12 col7\" >0:33:39</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow12_col8\" class=\"data row12 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow13_col0\" class=\"data row13 col0\" >GTSRB5_r2</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow13_col1\" class=\"data row13 col1\" ><a href='../GTSRB/05-Full-convolutions.ipynb'>GTSRB5</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow13_col2\" class=\"data row13 col2\" >GTSRB</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow13_col3\" class=\"data row13 col3\" ><a href='../GTSRB/05-Full-convolutions.ipynb'>05-Full-convolutions.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow13_col4\" class=\"data row13 col4\" ><a href='../GTSRB/05-Full-convolutions=2==done==.ipynb'>05-Full-convolutions=2==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow13_col5\" class=\"data row13 col5\" >27/01/21 19:03:51</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow13_col6\" class=\"data row13 col6\" >27/01/21 19:11:10</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow13_col7\" class=\"data row13 col7\" >0:07:19</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow13_col8\" class=\"data row13 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow14_col0\" class=\"data row14 col0\" >GTSRB6</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow14_col1\" class=\"data row14 col1\" ><a href='../GTSRB/06-Notebook-as-a-batch.ipynb'>GTSRB6</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow14_col2\" class=\"data row14 col2\" >GTSRB</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow14_col3\" class=\"data row14 col3\" ><a href='../GTSRB/06-Notebook-as-a-batch.ipynb'>06-Notebook-as-a-batch.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow14_col4\" class=\"data row14 col4\" ><a href='../GTSRB/06-Notebook-as-a-batch==done==.ipynb'>06-Notebook-as-a-batch==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow14_col5\" class=\"data row14 col5\" >27/01/21 19:11:10</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow14_col6\" class=\"data row14 col6\" >27/01/21 19:11:16</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow14_col7\" class=\"data row14 col7\" >0:00:05</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow14_col8\" class=\"data row14 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow15_col0\" class=\"data row15 col0\" >GTSRB7</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow15_col1\" class=\"data row15 col1\" ><a href='../GTSRB/07-Show-report.ipynb'>GTSRB7</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow15_col2\" class=\"data row15 col2\" >GTSRB</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow15_col3\" class=\"data row15 col3\" ><a href='../GTSRB/07-Show-report.ipynb'>07-Show-report.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow15_col4\" class=\"data row15 col4\" ><a href='../GTSRB/07-Show-report==done==.ipynb'>07-Show-report==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow15_col5\" class=\"data row15 col5\" >27/01/21 19:11:16</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow15_col6\" class=\"data row15 col6\" >27/01/21 19:11:19</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow15_col7\" class=\"data row15 col7\" >0:00:03</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow15_col8\" class=\"data row15 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow16_col0\" class=\"data row16 col0\" >IMDB1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow16_col1\" class=\"data row16 col1\" ><a href='../IMDB/01-Embedding-Keras.ipynb'>IMDB1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow16_col2\" class=\"data row16 col2\" >IMDB</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow16_col3\" class=\"data row16 col3\" ><a href='../IMDB/01-Embedding-Keras.ipynb'>01-Embedding-Keras.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow16_col4\" class=\"data row16 col4\" ><a href='../IMDB/01-Embedding-Keras==done==.ipynb'>01-Embedding-Keras==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow16_col5\" class=\"data row16 col5\" >27/01/21 19:11:19</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow16_col6\" class=\"data row16 col6\" >27/01/21 19:12:09</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow16_col7\" class=\"data row16 col7\" >0:00:49</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow16_col8\" class=\"data row16 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow17_col0\" class=\"data row17 col0\" >IMDB2</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow17_col1\" class=\"data row17 col1\" ><a href='../IMDB/02-Prediction.ipynb'>IMDB1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow17_col2\" class=\"data row17 col2\" >IMDB</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow17_col3\" class=\"data row17 col3\" ><a href='../IMDB/02-Prediction.ipynb'>02-Prediction.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow17_col4\" class=\"data row17 col4\" ><a href='../IMDB/02-Prediction==done==.ipynb'>02-Prediction==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow17_col5\" class=\"data row17 col5\" >27/01/21 19:12:09</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow17_col6\" class=\"data row17 col6\" >27/01/21 19:12:14</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow17_col7\" class=\"data row17 col7\" >0:00:05</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow17_col8\" class=\"data row17 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow18_col0\" class=\"data row18 col0\" >IMDB3</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow18_col1\" class=\"data row18 col1\" ><a href='../IMDB/03-LSTM-Keras.ipynb'>IMDB1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow18_col2\" class=\"data row18 col2\" >IMDB</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow18_col3\" class=\"data row18 col3\" ><a href='../IMDB/03-LSTM-Keras.ipynb'>03-LSTM-Keras.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow18_col4\" class=\"data row18 col4\" ><a href='../IMDB/03-LSTM-Keras==done==.ipynb'>03-LSTM-Keras==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow18_col5\" class=\"data row18 col5\" >27/01/21 19:12:14</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow18_col6\" class=\"data row18 col6\" >27/01/21 19:19:52</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow18_col7\" class=\"data row18 col7\" >0:07:37</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow18_col8\" class=\"data row18 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow19_col0\" class=\"data row19 col0\" >SYNOP1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow19_col1\" class=\"data row19 col1\" ><a href='../SYNOP/01-Preparation-of-data.ipynb'>SYNOP1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow19_col2\" class=\"data row19 col2\" >SYNOP</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow19_col3\" class=\"data row19 col3\" ><a href='../SYNOP/01-Preparation-of-data.ipynb'>01-Preparation-of-data.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow19_col4\" class=\"data row19 col4\" ><a href='../SYNOP/01-Preparation-of-data==done==.ipynb'>01-Preparation-of-data==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow19_col5\" class=\"data row19 col5\" >27/01/21 19:19:53</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow19_col6\" class=\"data row19 col6\" >27/01/21 19:20:08</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow19_col7\" class=\"data row19 col7\" >0:00:15</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow19_col8\" class=\"data row19 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow20_col0\" class=\"data row20 col0\" >SYNOP2</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow20_col1\" class=\"data row20 col1\" ><a href='../SYNOP/02-First-predictions.ipynb'>SYNOP2</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow20_col2\" class=\"data row20 col2\" >SYNOP</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow20_col3\" class=\"data row20 col3\" ><a href='../SYNOP/02-First-predictions.ipynb'>02-First-predictions.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow20_col4\" class=\"data row20 col4\" ><a href='../SYNOP/02-First-predictions==done==.ipynb'>02-First-predictions==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow20_col5\" class=\"data row20 col5\" >27/01/21 19:20:08</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow20_col6\" class=\"data row20 col6\" >27/01/21 19:22:26</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow20_col7\" class=\"data row20 col7\" >0:02:17</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow20_col8\" class=\"data row20 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow21_col0\" class=\"data row21 col0\" >SYNOP3</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow21_col1\" class=\"data row21 col1\" ><a href='../SYNOP/03-12h-predictions.ipynb'>SYNOP3</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow21_col2\" class=\"data row21 col2\" >SYNOP</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow21_col3\" class=\"data row21 col3\" ><a href='../SYNOP/03-12h-predictions.ipynb'>03-12h-predictions.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow21_col4\" class=\"data row21 col4\" ><a href='../SYNOP/03-12h-predictions==done==.ipynb'>03-12h-predictions==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow21_col5\" class=\"data row21 col5\" >27/01/21 19:22:26</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow21_col6\" class=\"data row21 col6\" >27/01/21 19:22:46</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow21_col7\" class=\"data row21 col7\" >0:00:19</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow21_col8\" class=\"data row21 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow22_col0\" class=\"data row22 col0\" >AE1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow22_col1\" class=\"data row22 col1\" ><a href='../AE/01-AE-with-MNIST.ipynb'>AE1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow22_col2\" class=\"data row22 col2\" >AE</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow22_col3\" class=\"data row22 col3\" ><a href='../AE/01-AE-with-MNIST.ipynb'>01-AE-with-MNIST.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow22_col4\" class=\"data row22 col4\" ><a href='../AE/01-AE-with-MNIST==done==.ipynb'>01-AE-with-MNIST==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow22_col5\" class=\"data row22 col5\" >27/01/21 19:22:46</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow22_col6\" class=\"data row22 col6\" >27/01/21 19:25:05</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow22_col7\" class=\"data row22 col7\" >0:02:18</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow22_col8\" class=\"data row22 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow23_col0\" class=\"data row23 col0\" >AE2</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow23_col1\" class=\"data row23 col1\" ><a href='../AE/02-AE-with-MNIST-post.ipynb'>AE2</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow23_col2\" class=\"data row23 col2\" >AE</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow23_col3\" class=\"data row23 col3\" ><a href='../AE/02-AE-with-MNIST-post.ipynb'>02-AE-with-MNIST-post.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow23_col4\" class=\"data row23 col4\" ><a href='../AE/02-AE-with-MNIST-post==done==.ipynb'>02-AE-with-MNIST-post==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow23_col5\" class=\"data row23 col5\" >27/01/21 19:25:05</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow23_col6\" class=\"data row23 col6\" >27/01/21 19:25:15</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow23_col7\" class=\"data row23 col7\" >0:00:10</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow23_col8\" class=\"data row23 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow24_col0\" class=\"data row24 col0\" >VAE1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow24_col1\" class=\"data row24 col1\" ><a href='../VAE/01-VAE-with-MNIST.ipynb'>VAE1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow24_col2\" class=\"data row24 col2\" >VAE</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow24_col3\" class=\"data row24 col3\" ><a href='../VAE/01-VAE-with-MNIST.ipynb'>01-VAE-with-MNIST.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow24_col4\" class=\"data row24 col4\" ><a href='../VAE/01-VAE-with-MNIST==done==.ipynb'>01-VAE-with-MNIST==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow24_col5\" class=\"data row24 col5\" >27/01/21 19:25:15</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow24_col6\" class=\"data row24 col6\" >27/01/21 19:26:32</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow24_col7\" class=\"data row24 col7\" >0:01:16</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow24_col8\" class=\"data row24 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow25_col0\" class=\"data row25 col0\" >VAE2</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow25_col1\" class=\"data row25 col1\" ><a href='../VAE/02-VAE-with-MNIST-post.ipynb'>VAE2</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow25_col2\" class=\"data row25 col2\" >VAE</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow25_col3\" class=\"data row25 col3\" ><a href='../VAE/02-VAE-with-MNIST-post.ipynb'>02-VAE-with-MNIST-post.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow25_col4\" class=\"data row25 col4\" ><a href='../VAE/02-VAE-with-MNIST-post==done==.ipynb'>02-VAE-with-MNIST-post==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow25_col5\" class=\"data row25 col5\" >27/01/21 19:26:32</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow25_col6\" class=\"data row25 col6\" >27/01/21 19:27:26</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow25_col7\" class=\"data row25 col7\" >0:00:53</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow25_col8\" class=\"data row25 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow26_col0\" class=\"data row26 col0\" >VAE5</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow26_col1\" class=\"data row26 col1\" ><a href='../VAE/05-About-CelebA.ipynb'>VAE5</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow26_col2\" class=\"data row26 col2\" >VAE</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow26_col3\" class=\"data row26 col3\" ><a href='../VAE/05-About-CelebA.ipynb'>05-About-CelebA.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow26_col4\" class=\"data row26 col4\" ><a href='../VAE/05-About-CelebA==done==.ipynb'>05-About-CelebA==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow26_col5\" class=\"data row26 col5\" >27/01/21 19:27:26</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow26_col6\" class=\"data row26 col6\" >27/01/21 19:27:53</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow26_col7\" class=\"data row26 col7\" >0:00:26</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow26_col8\" class=\"data row26 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow27_col0\" class=\"data row27 col0\" >VAE6</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow27_col1\" class=\"data row27 col1\" ><a href='../VAE/06-Prepare-CelebA-datasets.ipynb'>VAE6</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow27_col2\" class=\"data row27 col2\" >VAE</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow27_col3\" class=\"data row27 col3\" ><a href='../VAE/06-Prepare-CelebA-datasets.ipynb'>06-Prepare-CelebA-datasets.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow27_col4\" class=\"data row27 col4\" ><a href='../VAE/06-Prepare-CelebA-datasets==done==.ipynb'>06-Prepare-CelebA-datasets==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow27_col5\" class=\"data row27 col5\" >27/01/21 19:27:53</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow27_col6\" class=\"data row27 col6\" >27/01/21 19:29:09</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow27_col7\" class=\"data row27 col7\" >0:01:15</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow27_col8\" class=\"data row27 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow28_col0\" class=\"data row28 col0\" >VAE7</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow28_col1\" class=\"data row28 col1\" ><a href='../VAE/07-Check-CelebA.ipynb'>VAE7</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow28_col2\" class=\"data row28 col2\" >VAE</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow28_col3\" class=\"data row28 col3\" ><a href='../VAE/07-Check-CelebA.ipynb'>07-Check-CelebA.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow28_col4\" class=\"data row28 col4\" ><a href='../VAE/07-Check-CelebA==done==.ipynb'>07-Check-CelebA==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow28_col5\" class=\"data row28 col5\" >27/01/21 19:29:09</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow28_col6\" class=\"data row28 col6\" >27/01/21 19:30:24</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow28_col7\" class=\"data row28 col7\" >0:01:15</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow28_col8\" class=\"data row28 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow29_col0\" class=\"data row29 col0\" >VAE8</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow29_col1\" class=\"data row29 col1\" ><a href='../VAE/08-VAE-with-CelebA.ipynb'>VAE8</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow29_col2\" class=\"data row29 col2\" >VAE</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow29_col3\" class=\"data row29 col3\" ><a href='../VAE/08-VAE-with-CelebA.ipynb'>08-VAE-with-CelebA.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow29_col4\" class=\"data row29 col4\" ><a href='../VAE/08-VAE-with-CelebA==done==.ipynb'>08-VAE-with-CelebA==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow29_col5\" class=\"data row29 col5\" >27/01/21 19:30:24</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow29_col6\" class=\"data row29 col6\" >27/01/21 20:32:31</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow29_col7\" class=\"data row29 col7\" >1:02:06</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow29_col8\" class=\"data row29 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow30_col0\" class=\"data row30 col0\" >VAE9</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow30_col1\" class=\"data row30 col1\" ><a href='../VAE/09-VAE-with-CelebA-post.ipynb'>VAE9</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow30_col2\" class=\"data row30 col2\" >VAE</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow30_col3\" class=\"data row30 col3\" ><a href='../VAE/09-VAE-with-CelebA-post.ipynb'>09-VAE-with-CelebA-post.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow30_col4\" class=\"data row30 col4\" ><a href='../VAE/09-VAE-with-CelebA-post==done==.ipynb'>09-VAE-with-CelebA-post==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow30_col5\" class=\"data row30 col5\" >27/01/21 20:32:36</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow30_col6\" class=\"data row30 col6\" >27/01/21 20:34:14</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow30_col7\" class=\"data row30 col7\" >0:01:37</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow30_col8\" class=\"data row30 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow31_col0\" class=\"data row31 col0\" >ACTF1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow31_col1\" class=\"data row31 col1\" ><a href='../Misc/Activation-Functions.ipynb'>ACTF1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow31_col2\" class=\"data row31 col2\" >Misc</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow31_col3\" class=\"data row31 col3\" ><a href='../Misc/Activation-Functions.ipynb'>Activation-Functions.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow31_col4\" class=\"data row31 col4\" ><a href='../Misc/Activation-Functions==done==.ipynb'>Activation-Functions==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow31_col5\" class=\"data row31 col5\" >27/01/21 20:34:14</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow31_col6\" class=\"data row31 col6\" >27/01/21 20:34:26</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow31_col7\" class=\"data row31 col7\" >0:00:12</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow31_col8\" class=\"data row31 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow32_col0\" class=\"data row32 col0\" >NP1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow32_col1\" class=\"data row32 col1\" ><a href='../Misc/Numpy.ipynb'>NP1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow32_col2\" class=\"data row32 col2\" >Misc</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow32_col3\" class=\"data row32 col3\" ><a href='../Misc/Numpy.ipynb'>Numpy.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow32_col4\" class=\"data row32 col4\" ><a href='../Misc/Numpy==done==.ipynb'>Numpy==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow32_col5\" class=\"data row32 col5\" >27/01/21 20:34:26</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow32_col6\" class=\"data row32 col6\" >27/01/21 20:34:27</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow32_col7\" class=\"data row32 col7\" >0:00:01</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow32_col8\" class=\"data row32 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow33_col0\" class=\"data row33 col0\" >TSB1</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow33_col1\" class=\"data row33 col1\" ><a href='../Misc/Using-Tensorboard.ipynb'>TSB1</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow33_col2\" class=\"data row33 col2\" >Misc</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow33_col3\" class=\"data row33 col3\" ><a href='../Misc/Using-Tensorboard.ipynb'>Using-Tensorboard.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow33_col4\" class=\"data row33 col4\" ><a href='../Misc/Using-Tensorboard==done==.ipynb'>Using-Tensorboard==done==.ipynb</a></td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow33_col5\" class=\"data row33 col5\" >27/01/21 20:34:27</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow33_col6\" class=\"data row33 col6\" >27/01/21 20:34:28</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow33_col7\" class=\"data row33 col7\" >0:00:00</td>\n",
-       "                        <td id=\"T_8a5d91ea_60df_11eb_814a_ac1f6bce5dbdrow33_col8\" class=\"data row33 col8\" >ok</td>\n",
-       "            </tr>\n",
-       "    </tbody></table>"
-      ],
-      "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x14c0d5566150>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "<br>HTML report saved as : [./logs/ci_report.html](./logs/ci_report.html)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import cookci\n",
-    "cookci.build_ci_report(report_name='./logs/ci_report.json')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "---\n",
-    "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "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",
-   "version": "3.7.7"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/fidle/ci/full_ci.yml b/fidle/ci/full_ci.yml
new file mode 100644
index 0000000000000000000000000000000000000000..47fca0a7f9669f0090bc5fda0bbd855b32896157
--- /dev/null
+++ b/fidle/ci/full_ci.yml
@@ -0,0 +1,292 @@
+_metadata_:
+  version: '1.0'
+  output_tag: ==ci==
+  save_figs: true
+  description: Full profile for CI 
+#
+# ------ LinearReg -------------------------------------------------
+#
+LINR1:
+  notebook_id: LINR1
+  notebook_dir: LinearReg
+  notebook_src: 01-Linear-Regression.ipynb
+  notebook_tag: default
+GRAD1:
+  notebook_id: GRAD1
+  notebook_dir: LinearReg
+  notebook_src: 02-Gradient-descent.ipynb
+  notebook_tag: default
+POLR1:
+  notebook_id: POLR1
+  notebook_dir: LinearReg
+  notebook_src: 03-Polynomial-Regression.ipynb
+  notebook_tag: default
+LOGR1:
+  notebook_id: LOGR1
+  notebook_dir: LinearReg
+  notebook_src: 04-Logistic-Regression.ipynb
+  notebook_tag: default
+PER57:
+  notebook_id: PER57
+  notebook_dir: IRIS
+  notebook_src: 01-Simple-Perceptron.ipynb
+  notebook_tag: default
+#
+# ------ BHPD ------------------------------------------------------
+#
+BHPD1:
+  notebook_id: BHPD1
+  notebook_dir: BHPD
+  notebook_src: 01-DNN-Regression.ipynb
+  notebook_tag: default
+BHPD2:
+  notebook_id: BHPD2
+  notebook_dir: BHPD
+  notebook_src: 02-DNN-Regression-Premium.ipynb
+  notebook_tag: default
+#
+# ------ MNIST -----------------------------------------------------
+#
+MNIST1:
+  notebook_id: MNIST1
+  notebook_dir: MNIST
+  notebook_src: 01-DNN-MNIST.ipynb
+  notebook_tag: default
+#
+# ------ GTSRB -----------------------------------------------------
+#
+GTSRB1:
+  notebook_id: GTSRB1
+  notebook_dir: GTSRB
+  notebook_src: 01-Preparation-of-data.ipynb
+  notebook_tag: default
+  overrides:
+    scale: 0.02
+    output_dir: './data'
+GTSRB2:
+  notebook_id: GTSRB2
+  notebook_dir: GTSRB
+  notebook_src: 02-First-convolutions.ipynb
+  notebook_tag: default
+  overrides:
+    run_dir: ./run/GTSRB2_ci
+    enhanced_dir: './data'
+    dataset_name: set-24x24-L
+    batch_size: 64
+    epochs: 5
+    scale: 1
+GTSRB3:
+  notebook_id: GTSRB3
+  notebook_dir: GTSRB
+  notebook_src: 03-Tracking-and-visualizing.ipynb
+  notebook_tag: default
+  overrides:
+    run_dir: ./run/GTSRB3_ci
+    enhanced_dir: './data'
+    dataset_name: set-24x24-L
+    batch_size: 64
+    epochs: 5
+    scale: 1
+GTSRB4:
+  notebook_id: GTSRB4
+  notebook_dir: GTSRB
+  notebook_src: 04-Data-augmentation.ipynb
+  notebook_tag: default
+  overrides:
+    run_dir: ./run/GTSRB4_ci
+    enhanced_dir: './data'
+    dataset_name: set-24x24-L
+    batch_size: 64
+    epochs: 5
+    scale: 1
+GTSRB5_r1:
+  notebook_id: GTSRB5
+  notebook_dir: GTSRB
+  notebook_src: 05-Full-convolutions.ipynb
+  notebook_tag: =1==ci==
+  overrides:
+    run_dir: ./run/GTSRB5_ci
+    enhanced_dir: './data'
+    datasets: "['set-24x24-L', 'set-24x24-RGB', 'set-48x48-L', 'set-48x48-RGB', 'set-24x24-L-LHE', 'set-24x24-RGB-HE', 'set-48x48-L-LHE', 'set-48x48-RGB-HE']"
+    models: "{'v1':'get_model_v1', 'v2':'get_model_v2', 'v3':'get_model_v3'}"
+    batch_size: 64
+    epochs: 16
+    scale: 1
+    with_datagen: False
+    verbose: 0
+GTSRB5_r2:
+  notebook_id: GTSRB5
+  notebook_dir: GTSRB
+  notebook_src: 05-Full-convolutions.ipynb
+  notebook_tag: =2==ci==
+  overrides:
+    run_dir: ./run/GTSRB5_ci
+    enhanced_dir: './data'
+    datasets: "['set-48x48-L', 'set-48x48-RGB']"
+    models: "{'v2':'get_model_v2', 'v3':'get_model_v3'}"
+    batch_size: 64
+    epochs: 16
+    scale: 1
+    with_datagen: False
+    verbose: 0
+GTSRB6:
+  notebook_id: GTSRB6
+  notebook_dir: GTSRB
+  notebook_src: 06-Notebook-as-a-batch.ipynb
+  notebook_tag: default
+GTSRB7:
+  notebook_id: GTSRB7
+  notebook_dir: GTSRB
+  notebook_src: 07-Show-report.ipynb
+  notebook_tag: default
+  overrides:
+    run_dir: ./run/GTSRB7_ci
+    report_dir: ./run/GTSRB5_ci
+#
+# ------ IMDB ------------------------------------------------------
+#
+IMDB1:
+  notebook_id: IMDB1
+  notebook_dir: IMDB
+  notebook_src: 01-Embedding-Keras.ipynb
+  notebook_tag: default
+IMDB2:
+  notebook_id: IMDB1
+  notebook_dir: IMDB
+  notebook_src: 02-Prediction.ipynb
+  notebook_tag: default
+IMDB3:
+  notebook_id: IMDB1
+  notebook_dir: IMDB
+  notebook_src: 03-LSTM-Keras.ipynb
+  notebook_tag: default
+#
+# ------ SYNOP -----------------------------------------------------
+#
+SYNOP1:
+  notebook_id: SYNOP1
+  notebook_dir: SYNOP
+  notebook_src: 01-Preparation-of-data.ipynb
+  notebook_tag: default
+SYNOP2:
+  notebook_id: SYNOP2
+  notebook_dir: SYNOP
+  notebook_src: 02-First-predictions.ipynb
+  notebook_tag: default
+  overrides:
+    scale: 0.5
+    train_prop: 0.8
+    sequence_len: 16
+    batch_size: 32
+    epochs: 10
+SYNOP3:
+  notebook_id: SYNOP3
+  notebook_dir: SYNOP
+  notebook_src: 03-12h-predictions.ipynb
+  notebook_tag: default
+  overrides:
+    iterations: 4
+    scale: 1
+    train_prop: 0.8
+    sequence_len: 16
+    batch_size: 32
+    epochs: 10
+#
+# ------ AE --------------------------------------------------------
+#
+AE1:
+  notebook_id: AE1
+  notebook_dir: AE
+  notebook_src: 01-AE-with-MNIST.ipynb
+  notebook_tag: default
+AE2:
+  notebook_id: AE2
+  notebook_dir: AE
+  notebook_src: 02-AE-with-MNIST-post.ipynb
+  notebook_tag: default
+#
+# ------ VAE -------------------------------------------------------
+#
+VAE1:
+  notebook_id: VAE1
+  notebook_dir: VAE
+  notebook_src: 01-VAE-with-MNIST.ipynb
+  notebook_tag: default
+  overrides:
+    run_dir: ./run/VAE1_ci
+    scale: 1
+    latent_dim: 2
+    r_loss_factor: 0.994
+    batch_size: 64
+    epochs: 10
+VAE2:
+  notebook_id: VAE2
+  notebook_dir: VAE
+  notebook_src: 02-VAE-with-MNIST-post.ipynb
+  notebook_tag: default
+  overrides:
+    run_dir: ./run/VAE1_ci
+VAE5:
+  notebook_id: VAE5
+  notebook_dir: VAE
+  notebook_src: 05-About-CelebA.ipynb
+  notebook_tag: default
+VAE6:
+  notebook_id: VAE6
+  notebook_dir: VAE
+  notebook_src: 06-Prepare-CelebA-datasets.ipynb
+  notebook_tag: default
+  overrides:
+    scale: 0.02
+    image_size: '(192,160)'
+    output_dir: ./data
+    exit_if_exist: False
+VAE7:
+  notebook_id: VAE7
+  notebook_dir: VAE
+  notebook_src: 07-Check-CelebA.ipynb
+  notebook_tag: default
+  overrides:
+    image_size: '(192,160)'
+    enhanced_dir: './data'
+VAE8:
+  notebook_id: VAE8
+  notebook_dir: VAE
+  notebook_src: 08-VAE-with-CelebA.ipynb
+  notebook_tag: default
+  overrides:
+    run_dir: ./run/VAE8_ci
+    scale: 1
+    image_size: '(192,160)'
+    enhanced_dir: './data'
+    latent_dim: 300
+    r_loss_factor: 0.6
+    batch_size: 64
+    epochs: 15
+VAE9:
+  notebook_id: VAE9
+  notebook_dir: VAE
+  notebook_src: 09-VAE-with-CelebA-post.ipynb
+  notebook_tag: default
+  overrides:
+    run_dir: ./run/VAE8_ci
+    image_size: '(192,160)'
+    enhanced_dir: './data'
+#
+# ------ Misc ------------------------------------------------------
+#
+ACTF1:
+  notebook_id: ACTF1
+  notebook_dir: Misc
+  notebook_src: Activation-Functions.ipynb
+  notebook_tag: default
+NP1:
+  notebook_id: NP1
+  notebook_dir: Misc
+  notebook_src: Numpy.ipynb
+  notebook_tag: default
+TSB1:
+  notebook_id: TSB1
+  notebook_dir: Misc
+  notebook_src: Using-Tensorboard.ipynb
+  notebook_tag: default
diff --git a/fidle/ci/full_fad_s01.yml b/fidle/ci/full_fad_s01.yml
index 2213085f634aa93cba79ba508c4da5193f266aa7..528c7693e9dc3175f6f205731cbb745683e1364b 100644
--- a/fidle/ci/full_fad_s01.yml
+++ b/fidle/ci/full_fad_s01.yml
@@ -1,6 +1,6 @@
 _metadata_:
   version: '1.0'
-  output_tag: ==done==
+  output_tag: ==ci==
   save_figs: true
   description: Runned notebooks (done)
 LINR1:
@@ -8,16 +8,11 @@ LINR1:
   notebook_dir: LinearReg
   notebook_src: 01-Linear-Regression.ipynb
   notebook_tag: default
-GRAD1_r1:
+GRAD1:
   notebook_id: GRAD1
   notebook_dir: LinearReg
   notebook_src: 02-Gradient-descent.ipynb
-  notebook_tag: =1==done==
-GRAD1_r2:
-  notebook_id: GRAD1
-  notebook_dir: LinearReg
-  notebook_src: 02-Gradient-descent.ipynb
-  notebook_tag: =2==done==
+  notebook_tag: default
 POLR1:
   notebook_id: POLR1
   notebook_dir: LinearReg
diff --git a/fidle/cookci.py b/fidle/cookci.py
index f65c0f42c89e02ef240411e5d6e9c3595d70264d..1bbc195eb06500085b032dae11400bbe808592e5 100644
--- a/fidle/cookci.py
+++ b/fidle/cookci.py
@@ -33,6 +33,10 @@ VERSION = '1.0'
 start_time = {}
 end_time   = {}
 
+_report_filename = None
+_error_filename  = None
+
+
 def get_default_profile(catalog=None, output_tag='==done==', save_figs=True):
     '''
     Return a default profile for continous integration.
@@ -93,7 +97,7 @@ def load_profile(filename):
         return profile
     
     
-def run_profile(profile_name, report_name=None, top_dir='..'):
+def run_profile(profile_name, report_name=None, error_name=None, top_dir='..'):
     '''
     Récupère la liste des notebooks et des paramètres associés,
     décrit dans le profile, et pour chaque notebook :
@@ -106,7 +110,7 @@ def run_profile(profile_name, report_name=None, top_dir='..'):
         report_name : Nom du rapport json généré
         top_dir : chemin relatif vers la racine fidle (..)
     '''
-
+    
     print('\nRun profile session - FIDLE 2021')
     print(f'Version : {VERSION}')
     
@@ -119,15 +123,12 @@ def run_profile(profile_name, report_name=None, top_dir='..'):
     notebooks = profile
     del notebooks['_metadata_']   
     
-    # ---- Create new ci_report
+    # ---- Report file
     #
     metadata = config
     metadata['host']    = os.uname()[1]
     metadata['profile'] = profile_name
-    if report_name is None:
-        report_name = config.CI_REPORT_JSON
-    report_name = os.path.abspath(report_name)
-    create_ci_report(report_name, metadata)
+    init_ci_report(report_name, error_name, metadata)
     
     # ---- My place
     #
@@ -185,7 +186,7 @@ def run_profile(profile_name, report_name=None, top_dir='..'):
         # ---- Top chrono
         #
         chrono_start('nb')
-        update_ci_report(report_name, run_id, notebook_id, notebook_dir, notebook_src, notebook_out, start=True)
+        update_ci_report(run_id, notebook_id, notebook_dir, notebook_src, notebook_out, start=True)
         
         # ---- Try to run...
         #
@@ -207,7 +208,7 @@ def run_profile(profile_name, report_name=None, top_dir='..'):
         # ---- Top chrono
         #
         chrono_stop('nb')        
-        update_ci_report(report_name, run_id, notebook_id, notebook_dir, notebook_src, notebook_out, end=True, happy_end=happy_end)
+        update_ci_report(run_id, notebook_id, notebook_dir, notebook_src, notebook_out, end=True, happy_end=happy_end)
         print('    Duration : ',chrono_get_delay('nb') )
     
         # ---- Save notebook
@@ -226,7 +227,7 @@ def run_profile(profile_name, report_name=None, top_dir='..'):
     chrono_stop('main')
     print('\nEnd of running process')
     print('    Duration :', chrono_get_delay('main'))
-    complete_ci_report(report_name)
+    complete_ci_report()
     
     
 def chrono_start(id='default'):
@@ -259,27 +260,59 @@ def reset_chrono():
     start_time, end_time = {},{}
     
 
-def create_ci_report(filename, metadata, verbose=True):
+def init_ci_report(report_filename, error_filename, metadata, verbose=True):
+    
+    global _report_filename, _error_filename
+    
+    # ---- Report filename
+    #
+    if report_filename is None:
+        report_filename = config.CI_REPORT_JSON
+    _report_filename = os.path.abspath(report_filename)
+    
+    # ---- Error_filename
+    #
+    if error_filename is None:
+        error_filename = config.CI_ERROR_FILE
+    _error_filename = os.path.abspath(error_filename)
+    
+    # ---- Create report
+    #
     metadata['start']=chrono_get_start('main')
     data={ '_metadata_':metadata }
-    with open(filename,'wt') as fp:
+    with open(_report_filename,'wt') as fp:
         json.dump(data,fp,indent=4)
-    if verbose : print(f'\nCreate new ci report : {filename}')
+    if verbose : print(f'\nCreate new ci report : {_report_filename}')
     
-def complete_ci_report(filename, verbose=True):
-    with open(filename) as fp:
+    # ---- Reset error
+    #
+    if os.path.exists(_error_filename):
+        os.remove(_error_filename)
+    if verbose : print(f'Remove error file    : {_error_filename}')
+
+    
+def complete_ci_report(verbose=True):
+
+    global _report_filename, _error_filename
+
+    with open(_report_filename) as fp:
         report = json.load(fp)
+        
     report['_metadata_']['end']      = chrono_get_end('main')
     report['_metadata_']['duration'] = chrono_get_delay('main')
-    with open(filename,'wt') as fp:
+    
+    with open(_report_filename,'wt') as fp:
         json.dump(report,fp,indent=4)
-    if verbose : print(f'\nComplete ci report : {filename}')
         
-def update_ci_report(filename, run_id, notebook_id, notebook_dir, notebook_src, notebook_out, start=False, end=False, happy_end=True):
+    if verbose : print(f'\nComplete ci report : {_report_filename}')
+    
+    
+def update_ci_report(run_id, notebook_id, notebook_dir, notebook_src, notebook_out, start=False, end=False, happy_end=True):
     global start_time, end_time
+    global _report_filename, _error_filename
     
     # ---- Load it
-    with open(filename) as fp:
+    with open(_report_filename) as fp:
         report = json.load(fp)
         
     # ---- Update as a start
@@ -304,10 +337,15 @@ def update_ci_report(filename, run_id, notebook_id, notebook_dir, notebook_src,
         report[run_id]['state']     = 'ok' if happy_end else 'ERROR'
         report[run_id]['out']       = notebook_out     # changeg in case of error
 
-    # ---- Save it
-    with open(filename,'wt') as fp:
+    # ---- Save report
+    with open(_report_filename,'wt') as fp:
         json.dump(report,fp,indent=4)
 
+    if not happy_end:
+        with open(_error_filename, 'a') as fp:
+            print(f"See : {notebook_dir}/{notebook_out} ", file=fp)
+        
+        
 
 
 def build_ci_report(report_name=None, display_output=True, save_html=True):
@@ -316,6 +354,7 @@ def build_ci_report(report_name=None, display_output=True, save_html=True):
     #
     if report_name is None:
         report_name = config.CI_REPORT_JSON
+        
     with open(report_name) as infile:
         ci_report = json.load( infile )