Add notebooks section

Vianney Taquet · Vianney Taquet · commit 96e0ab130c25 · 2022-02-02T07:14:05.000+01:00
diff --git a/doc/api.rst b/doc/api.rst
@@ -31,4 +31,6 @@ Metrics
    
    metrics.regression_coverage_score
    metrics.classification_coverage_score
+   metrics.regression_mean_width_score
+   metrics.classification_mean_width_score
 
diff --git a/doc/index.rst b/doc/index.rst
@@ -24,6 +24,7 @@
    theoretical_description_classification
    tutorial_classification
    examples_classification/index
+   notebooks_classification
 
 .. toctree::
    :maxdepth: 2
diff --git a/doc/notebooks_classification.rst b/doc/notebooks_classification.rst
@@ -0,0 +1,5 @@
+Notebooks on classification
+===========================
+
+The following examples present you advanced analyses on multi-class classification
+problems for computer vision settings that are too heavy to be included in the example galleries.
diff --git a/examples/classification/1-quickstart/README.rst b/examples/classification/1-quickstart/README.rst
@@ -3,4 +3,4 @@
 1. Quickstart examples
 ----------------------
 
-The following examples present the main functionalities of MAPIE on basic classification problems.
+The following examples present the main functionalities of MAPIE through basic quickstart classification problems.
diff --git a/examples/regression/1-quickstart/README.rst b/examples/regression/1-quickstart/README.rst
@@ -3,4 +3,4 @@
 1. Quickstart examples
 ----------------------
 
-The following examples present the main functionalities of MAPIE on basic regression problems.
+The following examples present the main functionalities of MAPIE through basic quickstart regression problems.
diff --git a/examples/regression/3-scientific-articles/README.rst b/examples/regression/3-scientific-articles/README.rst
@@ -4,5 +4,5 @@
 ---------------------------------------
 
 The following examples reproduce the simulations from the scientific
-articles that present the methods implemented
+articles that introduce the methods implemented
 in MAPIE for regression settings.
