diff --git a/doc/Makefile b/doc/Makefile
index c986436a99902252d5d4038b8615526382383cd5..ca5e60a153f58f119585e11f63bda296fa0d38af 100644
--- a/doc/Makefile
+++ b/doc/Makefile
@@ -100,3 +100,6 @@ download-data:
 optipng:
 	find _build auto_examples */generated -name '*.png' -print0 \
 	  | xargs -0 -n 1 -P 4 optipng -o10
+
+dist: html latexpdf
+	cp _build/latex/user_guide.pdf _build/html/stable/_downloads/scikit-learn-docs.pdf
diff --git a/doc/themes/scikit-learn/layout.html b/doc/themes/scikit-learn/layout.html
index d1fcaee03e557552dd06c958e941d900691eaf89..9f003242a5857981808db0c86ab049579f0a0960 100644
--- a/doc/themes/scikit-learn/layout.html
+++ b/doc/themes/scikit-learn/layout.html
@@ -80,6 +80,7 @@
             <li class="divider"></li>
                 <li><a href="http://scikit-learn.org/stable/documentation.html">Scikit-learn 0.16.1 (stable)</a></li>
                 <li><a href="http://scikit-learn.org/0.15/documentation.html">Scikit-learn 0.15</a></li>
+				<li><a href="{{ pathto('_downloads/user_guide.pdf', 1) }}">PDF documentation</a></li>
               </ul>
             </div>
         </li>