diff --git a/README.rst b/README.rst
index 650b3a2c3618d29c306073533f51f15446307a8c..ae56f162e10417d9b9f3aa4cd8eb932cc2463e89 100644
--- a/README.rst
+++ b/README.rst
@@ -78,10 +78,24 @@ To run the test suite of SuMMIT, run :
 .. code:: bash
 
     cd path/to/summit
+    pip install -e .[dev]
     pytest
 
 The coverage report is automatically generated and stored in the ``htmlcov/`` directory
 
+Building the documentation
+<<<<<<<<<<<<<<<<<<<<<<<<<<
+
+To locally build the `documentation <http://baptiste.bauvin.pages.lis-lab.fr/summit/index.html>`_ run :
+
+.. code:: bash
+
+    cd path/to/summit
+    pip install -e .[doc]
+    python setup.py build_sphinx
+
+The built html files will be stored in ``path/to/summit/build/sphinx/html``
+
 Running on simulated data
 <<<<<<<<<<<<<<<<<<<<<<<<<
 
diff --git a/docs/source/api.rst b/docs/source/api.rst
index 185c395b5f3dbe5288d495b113ad73a5d98ca374..3d362769c83c5e7d3fff1f460aa3b7dbd29070ce 100644
--- a/docs/source/api.rst
+++ b/docs/source/api.rst
@@ -4,10 +4,9 @@ API Documentation
 
 
 .. toctree::
-    :maxdepth: 3
+    :maxdepth: 1
 
     api_files/dataset
-    autoapi/summit/multiview_platform/monoview_classifiers/index
-    autoapi/summit/multiview_platform/multiview_classifiers/index
+
 
 
diff --git a/docs/source/api_files/dataset.rst b/docs/source/api_files/dataset.rst
index a41cca087bfe81079182d4f74b0e9384e793e978..72b8f4ad1e6f6b6831d5d500f61589739c6b7cac 100644
--- a/docs/source/api_files/dataset.rst
+++ b/docs/source/api_files/dataset.rst
@@ -1,5 +1,5 @@
-Multiview dataset management module
------------------------------------
+Multiview dataset management
+----------------------------
 
 .. automodule:: summit.multiview_platform.utils.dataset
    :members:
diff --git a/docs/source/classifiers.rst b/docs/source/classifiers.rst
new file mode 100644
index 0000000000000000000000000000000000000000..f14e5f968a17a2a7409418a6eb8642223b95ef34
--- /dev/null
+++ b/docs/source/classifiers.rst
@@ -0,0 +1,5 @@
+.. toctree::
+    :maxdepth: 1
+
+    autoapi/summit/multiview_platform/monoview_classifiers/index
+    autoapi/summit/multiview_platform/multiview_classifiers/index
\ No newline at end of file
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 285ab422dfb4fb7ec285e0e5a42621cc24ab3963..97c2a905eefc85d6343ec6580cdceb643da9ae0d 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -15,11 +15,12 @@ This documentation consists in a short read me, with instructions to install and
    :maxdepth: 2
 
    tutorials/index
+   api
 
 .. toctree::
-   :maxdepth: 3
+   :maxdepth: 2
 
-   api
+   classifiers
 
 
 Read me