diff --git a/doc/contents.rst b/doc/contents.rst
index 7e882a1dcc6a7a61ab1a43d502b8347408e5bff6..3b70ea84470ab246a2c14f6fa99318f3acdca6d3 100644
--- a/doc/contents.rst
+++ b/doc/contents.rst
@@ -4,10 +4,11 @@
     user manual is defined.
 
 .. toctree::
-    :numbered:
-
-    supervised_learning.rst
-    unsupervised_learning.rst
-    model_selection.rst
-    Class Reference <modules/classes.rst>
+   :numbered:
 
+   install
+   tutorial
+   supervised_learning.rst
+   unsupervised_learning.rst
+   model_selection.rst
+   Class Reference <modules/classes.rst>
diff --git a/doc/index.rst b/doc/index.rst
index 76b0cfe507ecc349ffc66941bc51be1abc3967d5..f97d857d6c6dae32a062d2008097244ca0559c57 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -110,16 +110,7 @@
 
 .. include:: big_toc_css.rst
 
-First steps
-======================
-
-.. toctree::
-   :maxdepth: 2
-
-   install
-   tutorial
-
-User guide
+User Guide
 ==========
 
 .. toctree::
@@ -127,11 +118,11 @@ User guide
 
    contents
 
-Example gallery
-=================
+Example Gallery
+===============
 
 .. toctree::
-   :maxdepth: 2
+   :maxdepth: 1
 
    auto_examples/index
 
diff --git a/doc/sphinxext/gen_rst.py b/doc/sphinxext/gen_rst.py
index 75e7fb48e9e83c129292d73b746d3e612da8e2cf..8d9626454f93e65eb5a4e904a0c0f6688a4706d0 100644
--- a/doc/sphinxext/gen_rst.py
+++ b/doc/sphinxext/gen_rst.py
@@ -93,13 +93,6 @@ def generate_example_rst(app):
     fhindex = file(os.path.join(root_dir, 'index.rst'), 'w')
     fhindex.write("""\
 .. _examples-index:
-
-Examples
-==========
-
-    :Release: |version|
-    :Date: |today|
-
 """)
     # Here we don't use an os.walk, but we recurse only twice: flat is
     # better than nested.