diff --git a/README.rst b/README.rst
index 72f66a0ffb18ae565f99de0ce025921bf3c428fc..01318c908b663fe674abf25367802d2d4aa9c5f0 100644
--- a/README.rst
+++ b/README.rst
@@ -2,9 +2,9 @@
 .. Mon 15 Aug 2016 09:48:28 CEST
 
 .. image:: http://img.shields.io/badge/docs-stable-yellow.svg
-   :target: http://pythonhosted.org/bob.learn.em/index.html
+   :target: https://www.idiap.ch/software/bob/docs/bob/bob.learn.em/stable/index.html
 .. image:: http://img.shields.io/badge/docs-latest-orange.svg
-   :target: https://www.idiap.ch/software/bob/docs/latest/bob/bob.learn.em/master/index.html
+   :target: https://www.idiap.ch/software/bob/docs/bob/bob.learn.em/master/index.html
 .. image:: https://gitlab.idiap.ch/bob/bob.learn.em/badges/master/build.svg
    :target: https://gitlab.idiap.ch/bob/bob.learn.em/commits/master
 .. image:: https://gitlab.idiap.ch/bob/bob.learn.em/badges/master/coverage.svg
@@ -13,8 +13,6 @@
    :target: https://gitlab.idiap.ch/bob/bob.learn.em
 .. image:: http://img.shields.io/pypi/v/bob.learn.em.svg
    :target: https://pypi.python.org/pypi/bob.learn.em
-.. image:: http://img.shields.io/pypi/dm/bob.learn.em.svg
-   :target: https://pypi.python.org/pypi/bob.learn.em
 
 
 =================================================
@@ -49,7 +47,7 @@ The package includes the machine definition per se and a selection of different
 Installation
 ------------
 
-Complete Bob's `installation`_ instructions. Then, to install this pacakge,
+Complete Bob's `installation`_ instructions. Then, to install this package,
 run::
 
   $ conda install bob.learn.em