update notebooks 4

Author: AlexandreAndr

notebooks/Notebook_4/Notebook_4a_Regression.ipynb

@@ -6518,12 +6518,12 @@
     "**Tutorials and related concepts in sklearn:**\n",
     "\n",
     "\n",
-    "* Orthogonal matching pursuit (OMP) - https://scikit-learn.org/stable/modules/linear_model.html#orthogonal-matching-pursuit-omp\n",
-    "* Kernel ridge regression - https://scikit-learn.org/stable/modules/kernel_ridge.html\n",
-    "*   Linear regressors - https://scikit-learn.org/stable/modules/classes.html#classical-linear-regressors\n",
-    "*   Regressors with variable selection - https://scikit-learn.org/stable/modules/classes.html#regressors-with-variable-selection\n",
-    "* Multitask regressors - https://scikit-learn.org/stable/modules/classes.html#multi-task-linear-regressors-with-variable-selection\n",
-    "* Outlier-robust regressors - https://scikit-learn.org/stable/modules/classes.html#multi-task-linear-regressors-with-variable-selection\n",
+    "* [Orthogonal matching pursuit (OMP)](https://scikit-learn.org/stable/modules/linear_model.html#orthogonal-matching-pursuit-omp)\n",
+    "* [Kernel ridge regression](https://scikit-learn.org/stable/modules/kernel_ridge.html)\n",
+    "* [Linear regressors](https://scikit-learn.org/stable/modules/classes.html#classical-linear-regressors)\n",
+    "* [Regressors with variable selection](https://scikit-learn.org/stable/modules/classes.html#regressors-with-variable-selection)\n",
+    "* [Multitask regressors](https://scikit-learn.org/stable/modules/classes.html#multi-task-linear-regressors-with-variable-selection)\n",
+    "* [Outlier-robust regressors](https://scikit-learn.org/stable/modules/classes.html#multi-task-linear-regressors-with-variable-selection)\n",
     "\n"
    ]
   },

notebooks/Notebook_4/Notebook_4a_Regression.py

@@ -676,12 +676,12 @@ def plot_coefficients(coefs, names, title="Model Coefficients"):
 # **Tutorials and related concepts in sklearn:**
 #
 #
-# * Orthogonal matching pursuit (OMP) - https://scikit-learn.org/stable/modules/linear_model.html#orthogonal-matching-pursuit-omp
-# * Kernel ridge regression - https://scikit-learn.org/stable/modules/kernel_ridge.html
-# *   Linear regressors - https://scikit-learn.org/stable/modules/classes.html#classical-linear-regressors
-# *   Regressors with variable selection - https://scikit-learn.org/stable/modules/classes.html#regressors-with-variable-selection
-# * Multitask regressors - https://scikit-learn.org/stable/modules/classes.html#multi-task-linear-regressors-with-variable-selection
-# * Outlier-robust regressors - https://scikit-learn.org/stable/modules/classes.html#multi-task-linear-regressors-with-variable-selection
+# * [Orthogonal matching pursuit (OMP)](https://scikit-learn.org/stable/modules/linear_model.html#orthogonal-matching-pursuit-omp)
+# * [Kernel ridge regression](https://scikit-learn.org/stable/modules/kernel_ridge.html)
+# * [Linear regressors](https://scikit-learn.org/stable/modules/classes.html#classical-linear-regressors)
+# * [Regressors with variable selection](https://scikit-learn.org/stable/modules/classes.html#regressors-with-variable-selection)
+# * [Multitask regressors](https://scikit-learn.org/stable/modules/classes.html#multi-task-linear-regressors-with-variable-selection)
+# * [Outlier-robust regressors](https://scikit-learn.org/stable/modules/classes.html#multi-task-linear-regressors-with-variable-selection)
 #
 #