diff --git a/doc/index.rst b/doc/index.rst
index b9d1471a35eb31e6dd66b0acb4a3d86fb8719d04..ae7bce27e65673d49e0de78a73dd994496347951 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -53,8 +53,7 @@
 
 
 :Features:
-  * **Solid**: :ref:`supervised-learning`: :ref:`svm`,
-      :ref:`linear_model`.
+  * **Solid**: :ref:`supervised-learning`: :ref:`svm`, :ref:`linear_model`.
 
   * **Work in progress**: :ref:`unsupervised-learning`:
     :ref:`clustering`, :ref:`mixture`, manifold learning, :ref:`ICA
diff --git a/doc/whats_new.rst b/doc/whats_new.rst
index a761e3bd14c2a9e7fc39ab0813bc53c71e80fbc3..541c02bd8ab9b38c70aef497eb798d69c58a216a 100644
--- a/doc/whats_new.rst
+++ b/doc/whats_new.rst
@@ -99,7 +99,7 @@ People
 
 People that made this release possible preceeded by number of commits:
 
-   * 207  Olivier Grisel
+   * 207  `Olivier Grisel <http://twitter.com/ogrisel>`_
 
    * 138 `Fabian Pedregosa <http://fseoane.net/blog/>`_