diff --git a/doc/datasets/mldata.rst b/doc/datasets/mldata.rst
index 65b10b3013787650bdadeff0569d4aeb1cc13d4e..317cc714e29bd88950d207d447c0f9986a743bb8 100644
--- a/doc/datasets/mldata.rst
+++ b/doc/datasets/mldata.rst
@@ -1,3 +1,6 @@
+
+.. _mldata:
+
 Downloading datasets from the mldata.org repository
 ===================================================
 
diff --git a/doc/datasets/olivetti_faces.rst b/doc/datasets/olivetti_faces.rst
index b9dbbc028fceb93c555d4cb704d7c1027c849fcd..189e6f363c265bf1582b017757f664cf58926bd5 100644
--- a/doc/datasets/olivetti_faces.rst
+++ b/doc/datasets/olivetti_faces.rst
@@ -1,3 +1,6 @@
+
+.. _olivetti_faces:
+
 The Olivetti faces dataset
 ==========================
 
diff --git a/doc/whats_new.rst b/doc/whats_new.rst
index 4c47f1ada44215113b98fbe7241f89699033d710..0b5d9639f8ee95fb03e0641b8a228fd28a9de2c2 100644
--- a/doc/whats_new.rst
+++ b/doc/whats_new.rst
@@ -113,6 +113,11 @@ Changelog
 
    - :class:`Mini-Batch K-Means <cluster.MiniBatchKMeans>` by Nelle Varoquaux and Peter Prettenhofer.
 
+   - :ref:`mldata` utilities by Pietro Berkes.
+
+   - :ref:`olivetti_faces` by `David Warde-Farley`_.
+
+
 API changes summary
 -------------------
 
@@ -736,3 +741,5 @@ of commits):
 .. _Parietal Team: http://parietal.saclay.inria.fr/
 
 .. _Lars Buitinck: https://github.com/larsmans
+
+.. _David Warde-Farley: http://www-etud.iro.umontreal.ca/~wardefar/