diff --git a/doc/experiments.rst b/doc/experiments.rst
index b6dc2190c7aa0a102ec87c1154eead637fa390b8..30d457f7f690a5cbb208f23f1d1e5ba8c322db4b 100644
--- a/doc/experiments.rst
+++ b/doc/experiments.rst
@@ -5,7 +5,6 @@
 .. _bob.bio.base.experiments:
 
 
-==========================================
 Running Biometric Recognition Experiments
 ==========================================
 
@@ -98,11 +97,11 @@ Running the experiment is then as simple as:
 .. note::
    Chain loading is possible through configuration files, i.e., variables of each
    config is available during evaluation of the following config file.
-   
+
    This allows us to spread our experiment setup in several configuration files and have a call similar to this::
-   
+
    $ verify.py config_1.py config_2.py config_n.py
-  
+
    For more information see *Chain Loading* in :ref:`bob.extension.config`.
 
 
@@ -114,7 +113,7 @@ By default, you can find them in a sub-directory the ``result`` directory, but y
 
 .. note::
    At Idiap_, the default result directory differs, see ``verify.py --help`` for your directory.
-   
+
 
 .. _bob.bio.base.command_line:
 
diff --git a/doc/filelist-guide.rst b/doc/filelist-guide.rst
index 969e812f4ab3ab4f5f28935bfb9d5e6e9e5ceeec..ef0e6c898d3a1d42a18b1b554dbacda483386b7b 100644
--- a/doc/filelist-guide.rst
+++ b/doc/filelist-guide.rst
@@ -2,9 +2,8 @@
 .. @author: Manuel Guenther <manuel.guenther@idiap.ch>
 .. @date:   Fri Aug 29 13:52:39 CEST 2014
 
-==========================================
- Verification File List Database Guide
-==========================================
+Verification File List Database Guide
+=====================================
 
 The Database Interface
 ----------------------
diff --git a/doc/implementation.rst b/doc/implementation.rst
index 4bc3e11b0aed2f875af0cb104537006c1e4ee090..7a65946d19e6d364d7091c41dcbadcece16de6af 100644
--- a/doc/implementation.rst
+++ b/doc/implementation.rst
@@ -2,7 +2,6 @@
 .. Manuel Guenther <Manuel.Guenther@idiap.ch>
 .. Mon 23 04 2012
 
-======================
 Implementation Details
 ======================
 
diff --git a/doc/installation.rst b/doc/installation.rst
index ebbd824eec5d974659018c829c42beb7bced3fcb..cba4082a4032a492b2cbffca527b583e0da56d3d 100644
--- a/doc/installation.rst
+++ b/doc/installation.rst
@@ -4,7 +4,6 @@
 
 .. _bob.bio.base.installation:
 
-=========================
 Installation Instructions
 =========================
 
diff --git a/doc/more.rst b/doc/more.rst
index 089da351bd84cca9008ea6e22ba893ac11e43319..6d2e924a1525df34a4bccd00550ad097cca2de9c 100644
--- a/doc/more.rst
+++ b/doc/more.rst
@@ -2,7 +2,6 @@
 .. author: Manuel Günther <manuel.guenther@idiap.ch>
 .. date: Thu Sep 20 11:58:57 CEST 2012
 
-==============================
 More about Running Experiments
 ==============================
 
diff --git a/doc/struct_bio_rec_sys.rst b/doc/struct_bio_rec_sys.rst
index 25292bc304a898715d928be1273419406d9f1f32..74865882b113041f7a4239e2fdc9a46864ebc7a3 100644
--- a/doc/struct_bio_rec_sys.rst
+++ b/doc/struct_bio_rec_sys.rst
@@ -1,6 +1,5 @@
 ..  _bob.bio.base.struct_bio_rec_sys:
 
-============================================
 Structure of a Biometric Recognition System
 ============================================