diff --git a/README.rst b/README.rst
index 02b0f6a89e497d67c54bace3e38ffee0fd195562..27c21691087ff742a2821a848f83d6f6b31e3326 100644
--- a/README.rst
+++ b/README.rst
@@ -6,6 +6,9 @@ Face verification using Bob
 
   Go to http://pypi.python.org/pypi/bob.example.faceverify to download the latest stable version of this package.
 
+Overview
+--------
+
 This example demonstrates how to use Bob to build different face verification systems.
 It includes examples with three different complexities:
 
@@ -13,23 +16,55 @@ It includes examples with three different complexities:
 * An example using Gabor jets and a Gabor-phase based similarity function
 * An example building an UBM/GMM model on top of DCT blocks.
 
+Requirements
+------------
+
 To use this example, you will require Bob and the AT&T database.
-If you do not have a Bob version yet, you can get it from http://www.idiap.ch/software/bob.
 
+The AT&T database
+.................
 The AT&T image database is quite small, but sufficient to show how the face verification methods work.
 Still, the results may not be meaningful.
 One good thing about the AT&T database is that it is freely available.
 You can download it from http://www.cl.cam.ac.uk/research/dtg/attarchive/facedatabase.html.
 
+Bob
+...
+If you do not have a Bob version yet, you can get it from http://www.idiap.ch/software/bob.
+
+If your Bob version is not installed globally or not in the default path, you have to edit the *buildout.cfg* file in the root directory of this package.
+In the ``[buildout]`` section, please add a line ``prefixes = <BOB_INSTALL_DIRECTORY>``, where ``<BOB_INSTALL_DIRECTORY>`` points to the root directory of your local Bob installation.
+
+.. note::
+  If you are at Idiap, Bob is installed globally, so there is no need to specify the ``prefixes``, unless you want to use another version of it.
+
 
-Finally, to download this package, please open a shell, go to a directory of your choice and call::
 
-  $ pip install bob.example.faceverify
+Download
+--------
 
-To generate the Documentation, please further go into the "doc" directory and call::
+Finally, to download this package, you can extract the .zip file from the link below, or you open a shell in a directory of your choice and call::
 
-  $ make html
-  $ firefox html/index.html
+  $ wget https://pypi.python.org/packages/source/b/bob.example.faceverify/bob.example.faceverify-<version>.zip
+  $ unzip bob.example.faceverify-<version>.zip
+  $ cd bob.example.faceverify-<version>
+
+where <version> should be replaced with a (the current) version of this package, or you can clone our git repository::
+
+  $ git clone https://github.com/bioidiap/bob.example.faceverify.git
+  $ cd bob.example.faceverify
+
+Afterwards, please call::
+
+  $ python bootstrap.py
+  $ ./bin/buildout
+
+to generate the scripts that, amongst others, will run the face verification algorithms. For more details, please refer to the documentation, which you might create and open yourself by::
+
+  $ ./bin/sphinx-build doc sphinx
+  $ firefox sphinx/index.html
 
 (or use any other browser of your choice).
-After you did this, please read the documentation and try to execute the examples.
+
+If you have questions to or problems with this package, please send a request to bob-devel@googlegroups.com, or file a bug under https://github.com/bioidiap/bob.example.faceverify/issues.
+
diff --git a/doc/examples.rst b/doc/examples.rst
index 385a736f2d747d8667afa0d1ba730595a60f3112..d12bfb0a51c47123f13c61ae3e6a37eaf4036aed 100644
--- a/doc/examples.rst
+++ b/doc/examples.rst
@@ -6,21 +6,21 @@ To run the examples, just call the scripts from within the ``bin`` directory, e.
 
 .. code-block:: sh
 
-  $ bin/eigenface.py
+  $ ./bin/eigenface.py
 
-If you installed the image database in another folder than ``Database``, please give this directrory as parameter to the script, e.g.:
+If you installed the image database in another folder than ``Database``, please give this directory as parameter to the script, e.g.:
 
 .. code-block:: sh
 
-  $ bin/eigenface.py <AT&T_DATABASE_DIR>
+  $ ./bin/eigenface.py <AT&T_DATABASE_DIR>
 
 There are three example scripts:
 
 .. code-block:: sh
 
-  $ bin/eigenface.py
-  $ bin/gabor_phase.py
-  $ bin/dct_ubm.py
+  $ ./bin/eigenface.py
+  $ ./bin/gabor_phase.py
+  $ ./bin/dct_ubm.py
 
 that perform more or less complicated face verification experiments.
 Each experiment creates an ROC curve that contains the final verification result of the test.
diff --git a/doc/installation.rst b/doc/installation.rst
index 8f9e6ad516266bf2a0af1a6f34736e001e21371d..69536108c75338f4f5f2358dd389b822f402a761 100644
--- a/doc/installation.rst
+++ b/doc/installation.rst
@@ -5,15 +5,24 @@
 .. note::
 
   To follow these instructions locally you will need a local copy of this package.
-  Start by cloning this project with something like:
+  You can obtain a copy by:
 
   .. code-block:: sh
 
-    $ pip install bob.example.faceverify
+    $ wget https://pypi.python.org/packages/source/b/bob.example.faceverify/bob.example.faceverify-<version>.zip
+    $ unzip bob.example.faceverify-<version>.zip
+    $ cd bob.example.faceverify-<version>
 
-Installation of the toolkit uses the `buildout <http://www.buildout.org/>`_ build environment.
+  where ``<version>`` is the latest version of the package that you can find under https://pypi.python.org/pypi/bob.example.faceverify, or by cloning our git repository
+
+  .. code-block:: sh
+
+    $ git clone https://github.com/bioidiap/bob.example.faceverify.git
+    $ cd bob.example.faceverify
+
+Installation of this example uses the `buildout <http://www.buildout.org/>`_ build environment.
 You don't need to understand its inner workings to use this package.
-Here is a recipe to get you started (shell commands are marked with a ``$`` signal):
+Here is a recipe to get you started:
 
 .. code-block:: sh
 
@@ -31,23 +40,6 @@ These 2 commands should download and install all non-installed dependencies and
   In this case, the above 2 command lines should work as expected.
 
 
-Use this example with Bob not installed globally
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-If your Bob version is not installed globally, you have to edit the *buildout.cfg* file.
-Please search for the ``egg-directories`` region and set the value according to your local Bob install directory.
-If you are at Idiap, you can simply choose the pre-set directories.
-
-
-Use Bob at Idiap
-~~~~~~~~~~~~~~~~
-To get the example running nicely at Idiap, as noted above, ``bootstrap.py`` has to be executed with the correct python version.
-For Idiap, this is (currently):
-
-.. code-block:: sh
-
-  $ /idiap/group/torch5spro/nightlies/externals/v3/ubuntu-10.04-x86_64/bin/python bootstrap.py
-  $ ./bin/buildout
-
 
 Downloading the test database
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
diff --git a/setup.py b/setup.py
index 2372c3a60089e08f5a71be4f0a0d841a66119a77..47472fc65960b1d473b1aaaa88fb6008b5560e95 100644
--- a/setup.py
+++ b/setup.py
@@ -28,7 +28,7 @@ setup(
     # This is the basic information about your project. Modify all this
     # information before releasing code publicly.
     name='bob.example.faceverify',
-    version='0.2.3',
+    version='0.2.4',
     description='Example for using Bob to create face verification systems',
     url='http://pypi.python.org/pypi/bob.example.faceverify',
     license='GPLv3',
@@ -49,7 +49,7 @@ setup(
     # privileges when using buildout.
 
     install_requires=[
-        "setuptools",                 
+        "setuptools",
         "bob >= 1.1.0",               # base signal proc./machine learning library
         "xbob.db.atnt",               # the AT&T (ORL) database of images
     ],