diff --git a/doc/datasets/index.rst b/doc/datasets/index.rst
index fd417451e9611ffba457f17caa7d69f51a7b6b49..8bd4759577fa1e5d73a9dbdd63b489545c781d83 100644
--- a/doc/datasets/index.rst
+++ b/doc/datasets/index.rst
@@ -171,11 +171,11 @@ features::
  _`Faster API-compatible implementation`: https://github.com/mblondel/svmlight-loader
 
 
-.. include:: olivetti_faces.rst 
+.. include:: olivetti_faces.txt 
 
-.. include:: twenty_newsgroups.rst
+.. include:: twenty_newsgroups.txt
 
-.. include:: mldata.rst
+.. include:: mldata.txt
 
-.. include:: labeled_faces.rst
+.. include:: labeled_faces.txt
 
diff --git a/doc/datasets/labeled_faces.rst b/doc/datasets/labeled_faces.txt
similarity index 100%
rename from doc/datasets/labeled_faces.rst
rename to doc/datasets/labeled_faces.txt
diff --git a/doc/datasets/mldata.rst b/doc/datasets/mldata.txt
similarity index 100%
rename from doc/datasets/mldata.rst
rename to doc/datasets/mldata.txt
diff --git a/doc/datasets/olivetti_faces.rst b/doc/datasets/olivetti_faces.txt
similarity index 100%
rename from doc/datasets/olivetti_faces.rst
rename to doc/datasets/olivetti_faces.txt
diff --git a/doc/datasets/twenty_newsgroups.rst b/doc/datasets/twenty_newsgroups.txt
similarity index 100%
rename from doc/datasets/twenty_newsgroups.rst
rename to doc/datasets/twenty_newsgroups.txt
diff --git a/doc/index.rst b/doc/index.rst
index b15f3e5e096659b501f25b52a5e074d55826178f..c58684f2e18814bb1ec844242579e3c3a6e09d4c 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -189,3 +189,9 @@ Development
    developers/utilities
    developers/debugging
    about
+
+.. toctree::
+   :hidden:
+
+   support
+   whats_new
diff --git a/examples/decomposition/plot_faces_decomposition.py b/examples/decomposition/plot_faces_decomposition.py
index 2828b285e84a68e7e8fee584e55fb04c85c8870e..b137ceb632c905dc5e38c53eb1551044fee0df09 100644
--- a/examples/decomposition/plot_faces_decomposition.py
+++ b/examples/decomposition/plot_faces_decomposition.py
@@ -3,7 +3,7 @@
 Faces dataset decompositions
 ============================
 
-This example applies to :doc:`/datasets/olivetti_faces` different
+This example applies to :ref:`labeled_faces_in_the_wild` different
 unsupervised matrix decomposition (dimension reduction) methods  from the
 module :py:mod:`sklearn.decomposition` (see the documentation
 chapter :ref:`decompositions`) .