final fix in ml2/3_4

Merge with ml2/3_4 changes
minor fixes in ml2/3_4
2025-09-17 12:22:20 +00:00 · 2019-03-06 19:32:26 +01:00 · 2019-03-06 19:23:08 +01:00 · 2019-03-06 19:21:12 +01:00 · 2019-03-06 17:55:22 +01:00 · 2019-03-06 17:47:33 +01:00
--- a/ml1/2_3_1_Advanced_Visualisation.ipynb
+++ b/ml1/2_3_1_Advanced_Visualisation.ipynb
--- a/ml1/2_5_1_kNN_Model.ipynb
+++ b/ml1/2_5_1_kNN_Model.ipynb
--- a/ml1/2_5_2_Decision_Tree_Model.ipynb
+++ b/ml1/2_5_2_Decision_Tree_Model.ipynb
@@ -74,7 +74,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
@@ -124,9 +124,25 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
   "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=3,\n",
+       "            max_features=None, max_leaf_nodes=None,\n",
+       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
+       "            min_samples_leaf=1, min_samples_split=2,\n",
+       "            min_weight_fraction_leaf=0.0, presort=False, random_state=1,\n",
+       "            splitter='best')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "import numpy as np\n",
@@ -145,9 +161,24 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
   "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Prediction  [1 0 1 1 1 0 0 1 0 2 0 0 1 2 0 1 2 2 1 1 0 0 2 0 0 2 1 1 2 2 2 2 0 0 1 1 0\n",
+      " 1 2 1 2 0 2 0 1 0 2 1 0 2 2 0 0 2 0 0 0 2 2 0 1 0 1 0 1 1 1 1 1 0 1 0 1 2\n",
+      " 0 0 0 0 2 2 0 1 1 2 1 0 0 2 1 1 0 1 1 0 2 1 2 1 2 0 1 0 0 0 2 1 2 1 2 1 2\n",
+      " 0]\n",
+      "Expected  [1 0 1 1 1 0 0 1 0 2 0 0 1 2 0 1 2 2 1 1 0 0 2 0 0 2 1 1 2 2 2 2 0 0 1 1 0\n",
+      " 1 2 1 2 0 2 0 1 0 2 1 0 2 2 0 0 2 0 0 0 2 2 0 1 0 1 0 1 1 1 1 1 0 1 0 1 2\n",
+      " 0 0 0 0 2 2 0 1 1 2 1 0 0 1 1 1 0 1 1 0 2 2 2 1 2 0 1 0 0 0 2 1 2 1 2 1 2\n",
+      " 0]\n"
+     ]
+    }
+   ],
   "source": [
    "print(\"Prediction \", model.predict(x_train))\n",
    "print(\"Expected \", y_train)"
@@ -162,9 +193,26 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
   "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predicted probabilities [[0.         0.97368421 0.02631579]\n",
+      " [1.         0.         0.        ]\n",
+      " [0.         0.97368421 0.02631579]\n",
+      " [0.         0.97368421 0.02631579]\n",
+      " [0.         0.97368421 0.02631579]\n",
+      " [1.         0.         0.        ]\n",
+      " [1.         0.         0.        ]\n",
+      " [0.         0.97368421 0.02631579]\n",
+      " [1.         0.         0.        ]\n",
+      " [0.         0.         1.        ]]\n"
+     ]
+    }
+   ],
   "source": [
    "# Print the \n",
    "print(\"Predicted probabilities\", model.predict_proba(x_train[:10]))"
@@ -172,9 +220,17 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
   "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy in training 0.9821428571428571\n"
+     ]
+    }
+   ],
   "source": [
    "# Evaluate Accuracy in training\n",
    "\n",
@@ -185,9 +241,17 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
   "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy in testing  0.9210526315789473\n"
+     ]
+    }
+   ],
   "source": [
    "# Now we evaluate error in testing\n",
    "y_test_pred = model.predict(x_test)\n",
@@ -209,9 +273,21 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
   "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'pydotplus'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-7-1bf5ec7fb043>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mIPython\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisplay\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0msklearn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexternals\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msix\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mStringIO\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mpydotplus\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpydot\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mdot_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mStringIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'pydotplus'"
+     ]
+    }
+   ],
   "source": [
    "from IPython.display import Image \n",
    "from sklearn.externals.six import StringIO\n",
@@ -468,7 +544,7 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.6.7"
+   "version": "3.7.1"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
--- a/ml1/requirements.txt
+++ b/ml1/requirements.txt
@@ -0,0 +1,4 @@
+scikit-learn
+seaborn
+pydotplus
+graphviz
--- a/ml2/3_0_0_Intro_ML_2.ipynb
+++ b/ml2/3_0_0_Intro_ML_2.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, ©  Carlos A. Iglesias"
   ]
  },
  {
@@ -86,7 +86,7 @@
    "## Licence\n",
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "©  Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -106,9 +106,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/ml2/3_1_Read_Data.ipynb
+++ b/ml2/3_1_Read_Data.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, ©  Carlos A. Iglesias"
   ]
  },
  {
@@ -230,7 +230,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "©  Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -250,9 +250,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/ml2/3_2_Pandas.ipynb
+++ b/ml2/3_2_Pandas.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, ©  Carlos A. Iglesias"
   ]
  },
  {
@@ -452,7 +452,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "©  Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -472,9 +472,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/ml2/3_3_Data_Munging_with_Pandas.ipynb
+++ b/ml2/3_3_Data_Munging_with_Pandas.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, ©  Carlos A. Iglesias"
   ]
  },
  {
@@ -952,7 +952,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "©  Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -972,9 +972,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/ml2/3_4_Visualisation_Pandas.ipynb
+++ b/ml2/3_4_Visualisation_Pandas.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, ©  Carlos A. Iglesias"
   ]
  },
  {
@@ -478,21 +478,24 @@
   "outputs": [],
   "source": [
    "# Now we make that the plot shows both values combined, and change the labels\n",
-    "df.query('Age < 20 and Survived == 1').groupby(['Sex','Pclass']).size().unstack(['Sex']).plot(kind='bar', \\\n",
-    "                        \n",
-    "                                                                                              stacked=True)                                                                                                    "
+    "df.query('Age < 20 and Survived == 1').groupby(['Sex','Pclass']).size().unstack(['Sex']).plot(kind='bar', stacked=True)                                                                                                    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-03-06T17:31:13.351504Z",
+     "start_time": "2019-03-06T17:31:13.092499Z"
+    }
+   },
   "outputs": [],
   "source": [
    "#Small touches\n",
    "\n",
    "pclass_labels = ['First', 'Second', 'Third']\n",
-    "sex_labels = {'Female': 0, 'Male': 1}\n",
+    "sex_labels = ['Female', 'Male']\n",
    "\n",
    "plt = df.query('Age < 20 and Survived == 1').groupby(['Sex','Pclass']).size().unstack(['Sex']).plot(kind='bar', \n",
    "                                                            stacked=True, rot=0, subplots=False, figsize=(5,10))\n",
@@ -505,12 +508,17 @@
  {
   "cell_type": "code",
   "execution_count": null,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-03-06T17:31:13.578569Z",
+     "start_time": "2019-03-06T17:31:13.353882Z"
+    }
+   },
   "outputs": [],
   "source": [
    "#The same horizontal\n",
    "pclass_labels = ['First', 'Second', 'Third']\n",
-    "sex_labels = {'Female': 0, 'Male': 1}\n",
+    "sex_labels = ['Female', 'Male']\n",
    "\n",
    "plt = df.query('Age > 25 and Survived == 1').groupby(['Sex','Pclass']).size().unstack(['Sex']).plot(kind='barh', \n",
    "                                                            stacked=True, rot=0, subplots=False)\n",
@@ -1562,7 +1570,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "©  Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -1582,9 +1590,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/ml2/3_5_Exercise_1.ipynb
+++ b/ml2/3_5_Exercise_1.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, ©  Carlos A. Iglesias"
   ]
  },
  {
@@ -473,7 +473,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "©  Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -493,9 +493,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/ml2/3_6_Machine_Learning.ipynb
+++ b/ml2/3_6_Machine_Learning.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, ©  Carlos A. Iglesias"
   ]
  },
  {
@@ -94,7 +94,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -114,9 +114,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
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+   "eqLabelWithNumbers": true,
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+   "hotkeys": {
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+   },
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+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/ml2/3_7_SVM.ipynb
+++ b/ml2/3_7_SVM.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
   ]
  },
  {
@@ -660,7 +660,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
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@@ -680,7 +680,24 @@
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.6.7"
+   "version": "3.7.1"
+  },
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+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
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+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
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--- a/ml2/3_8_Exercise_2.ipynb
+++ b/ml2/3_8_Exercise_2.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
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@@ -61,7 +61,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
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@@ -81,9 +81,26 @@
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+   "version": "3.7.1"
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 "nbformat": 4,
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+ "nbformat_minor": 1
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--- a/ml3/2_4_0_Intro_NN.ipynb
+++ b/ml3/2_4_0_Intro_NN.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2018 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, ©  Carlos A. Iglesias"
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  {
@@ -60,7 +60,7 @@
    "## Licence\n",
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2018 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "©  Carlos A. Iglesias, Universidad Politécnica de Madrid."
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@@ -80,7 +80,7 @@
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--- a/ml3/2_4_1_Exercise.ipynb
+++ b/ml3/2_4_1_Exercise.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2018 Óscar Araque"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, ©  Óscar Araque"
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@@ -620,7 +620,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2018 Óscar Araque, Universidad Politécnica de Madrid."
+    "© Óscar Araque, Universidad Politécnica de Madrid."
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@@ -640,7 +640,7 @@
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--- a/ml3/2_4_2_Exercise_Optional.ipynb
+++ b/ml3/2_4_2_Exercise_Optional.ipynb
@@ -18,7 +18,7 @@
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-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2018 Óscar Araque"
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@@ -298,7 +298,7 @@
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    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2018 Óscar Araque, Universidad Politécnica de Madrid."
+    "© Óscar Araque, Universidad Politécnica de Madrid."
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@@ -318,7 +318,7 @@
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--- a/ml4/2_5_0_Intro_AG.ipynb
+++ b/ml4/2_5_0_Intro_AG.ipynb
@@ -18,7 +18,7 @@
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-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2018 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
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  {
@@ -58,7 +58,7 @@
    "## Licence\n",
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2018 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "©  Carlos A. Iglesias, Universidad Politécnica de Madrid."
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@@ -78,7 +78,7 @@
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--- a/ml4/2_5_1_Exercise.ipynb
+++ b/ml4/2_5_1_Exercise.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2018 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
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@@ -256,7 +256,7 @@
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    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2018 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
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@@ -276,7 +276,7 @@
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--- a/ml5/2_6_0_Intro_RL.ipynb
+++ b/ml5/2_6_0_Intro_RL.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2018 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
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  {
@@ -58,7 +58,7 @@
    "## Licence\n",
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2018 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
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@@ -78,7 +78,7 @@
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--- a/nlp/4_0_Intro_NLP.ipynb
+++ b/nlp/4_0_Intro_NLP.ipynb
@@ -18,7 +18,7 @@
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   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
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  {
@@ -64,7 +64,7 @@
    "## Licence\n",
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
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@@ -84,9 +84,26 @@
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   "pygments_lexer": "ipython3",
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 "nbformat": 4,
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--- a/nlp/4_1_Lexical_Processing.ipynb
+++ b/nlp/4_1_Lexical_Processing.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
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@@ -484,7 +484,7 @@
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    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
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@@ -504,9 +504,26 @@
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   "pygments_lexer": "ipython3",
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+   "version": "3.7.1"
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 "nbformat": 4,
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--- a/nlp/4_2_Syntactic_Processing.ipynb
+++ b/nlp/4_2_Syntactic_Processing.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
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@@ -348,7 +348,7 @@
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    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
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@@ -368,9 +368,26 @@
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 "nbformat": 4,
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--- a/nlp/4_3_Vector_Representation.ipynb
+++ b/nlp/4_3_Vector_Representation.ipynb
@@ -18,7 +18,7 @@
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-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
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@@ -436,7 +436,7 @@
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    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
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@@ -456,9 +456,26 @@
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--- a/nlp/4_4_Classification.ipynb
+++ b/nlp/4_4_Classification.ipynb
@@ -18,7 +18,7 @@
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-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
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@@ -269,7 +269,7 @@
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    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
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@@ -289,9 +289,26 @@
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--- a/nlp/4_5_Semantic_Models.ipynb
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@@ -18,7 +18,7 @@
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@@ -451,7 +451,7 @@
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    "\n",
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@@ -471,9 +471,26 @@
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--- a/nlp/4_6_Combining_Features.ipynb
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@@ -18,7 +18,7 @@
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@@ -480,7 +480,7 @@
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    "\n",
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@@ -500,7 +500,24 @@
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--- a/nlp/4_7_Exercises.ipynb
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@@ -18,7 +18,7 @@
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-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
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@@ -116,7 +116,7 @@
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    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
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@@ -136,9 +136,26 @@
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--- a/python/1_0_Intro_Python.ipynb
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-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
   ]
  },
  {
@@ -95,7 +95,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -115,7 +115,7 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.3"
+   "version": "3.7.1"
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  "latex_envs": {
   "LaTeX_envs_menu_present": true,
--- a/python/1_1_Notebooks.ipynb
+++ b/python/1_1_Notebooks.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid,  © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid,  © Carlos A. Iglesias"
   ]
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  {
@@ -158,7 +158,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
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 ],
@@ -178,7 +178,7 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.3"
+   "version": "3.7.1"
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--- a/python/1_2_Numbers_Strings.ipynb
+++ b/python/1_2_Numbers_Strings.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
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  {
@@ -583,7 +583,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
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 ],
@@ -603,9 +603,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
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+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
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+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/python/1_3_Sequences.ipynb
+++ b/python/1_3_Sequences.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
   ]
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  {
@@ -551,7 +551,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -571,9 +571,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
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+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/python/1_4_Sets.ipynb
+++ b/python/1_4_Sets.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
   ]
  },
  {
@@ -302,7 +302,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -322,9 +322,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
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+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/python/1_5_ControlFlow.ipynb
+++ b/python/1_5_ControlFlow.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
   ]
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  {
@@ -411,7 +411,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -431,9 +431,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
+   "version": "3.7.1"
+  },
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+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
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+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/python/1_6_Functions.ipynb
+++ b/python/1_6_Functions.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
   ]
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  {
@@ -300,7 +300,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -320,9 +320,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
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+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/python/1_7_Variables.ipynb
+++ b/python/1_7_Variables.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
   ]
  },
  {
@@ -276,7 +276,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -296,7 +296,24 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.6.7"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
--- a/python/1_8_Classes.ipynb
+++ b/python/1_8_Classes.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
   ]
  },
  {
@@ -254,7 +254,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -274,9 +274,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
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+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/python/1_9_Errors_Exceptions.ipynb
+++ b/python/1_9_Errors_Exceptions.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
   ]
  },
  {
@@ -176,7 +176,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -196,9 +196,26 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
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+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
--- a/python/1__10_Modules_Packages.ipynb
+++ b/python/1__10_Modules_Packages.ipynb
@@ -18,7 +18,7 @@
   "cell_type": "markdown",
   "metadata": {},
   "source": [
-    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © 2016 Carlos A. Iglesias"
+    "Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
   ]
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  {
@@ -108,7 +108,7 @@
   "source": [
    "The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/).  \n",
    "\n",
-    "© 2016 Carlos A. Iglesias, Universidad Politécnica de Madrid."
+    "© Carlos A. Iglesias, Universidad Politécnica de Madrid."
   ]
  }
 ],
@@ -128,9 +128,26 @@
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
+   "version": "3.7.1"
+  },
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+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
Auteur	SHA1	Message	Date
Oscar Araque	06e51db4e3	final fix in ml2/3_4	2019-03-06 19:32:26 +01:00
Oscar Araque	b42ba2fe58	Merge with ml2/3_4 changes	2019-03-06 19:23:08 +01:00
Oscar Araque	0aa095b40d	minor fixes in ml2/3_4	2019-03-06 19:21:12 +01:00
Carlos A. Iglesias	ecfa8924c8	Added requirements file	2019-03-06 17:55:22 +01:00
Carlos A. Iglesias	b3239cbbab	Updated notebooks	2019-03-06 17:47:33 +01:00
Carlos A. Iglesias	842b6307f1	Updated notebooks	2019-03-06 17:46:12 +01:00
Carlos A. Iglesias	762157bfe1	Updated notebooks	2019-03-06 17:44:30 +01:00