diff --git a/doc/conf.py b/doc/conf.py
index 2592e441e92bc4b9778e84b75b6771cd8253bed2..94f471e429db44c7cfdc29c8de1fe11ceb9bde04 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -62,7 +62,8 @@ copyright = u'2010, scikits.learn developers (BSD License)'
 # The short X.Y version.
 version = '0.7'
 # The full version, including alpha/beta/rc tags.
-release = '0.7-git'
+import scikits.learn as skl
+release = skl.__version__
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/doc/themes/scikit-learn/layout.html b/doc/themes/scikit-learn/layout.html
index edffc225c9e3b5c2a7de34a5dd6c2e5cdc758ad7..96a8e79cef4326ff334a8344cfa460def3b1cd3f 100644
--- a/doc/themes/scikit-learn/layout.html
+++ b/doc/themes/scikit-learn/layout.html
@@ -77,7 +77,7 @@
         {% else %}
         <h3>News</h3>
 
-       <p>scikits.learn 0.6 (release candidate) is available
+       <p>scikits.learn 0.7 is available
          for <a href="https://sourceforge.net/projects/scikit-learn/files/">download</a>.
          See <a href="{{pathto('whats_new')}}">what's new</a> and tips
          on <a href="{{pathto('install')}}">installing</a>.</p>
diff --git a/doc/whats_new.rst b/doc/whats_new.rst
index 09a1af7067d30c190fe06bb92e39c6dec8d40170..b5f902b08a1c709cc8e1b6bc2066bc7adfd2f626 100644
--- a/doc/whats_new.rst
+++ b/doc/whats_new.rst
@@ -195,7 +195,7 @@ People that made this release possible preceeded by number of commits:
    * 97 `Peter Prettenhofer <http://sites.google.com/site/peterprettenhofer/>`_
 
    * 68 `Alexandre Gramfort
-     <http://www-sop.inria.fr/members/Alexandre.Gramfort/index.fr.html>`_
+     <http://www-sop.inria.fr/members/Alexandre.Gramfort/>`_
 
    * 59  `Mathieu Blondel <http://www.mblondel.org/journal/>`_