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index 446a381b11332e6fff5233edeeef1bd62be666b7..d7dc8973cdc3a39b18dc27cfcc3811e9521b70f2 100644
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index 895c25031a79d7fd012c8a5a323d12241900bf65..192ed747d05d45e6cbcc213051c538eeacf35170 100644
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-  <head>
-    <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
-    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>API Documentation &#8212; SuMMIT 0 documentation</title>
-    <link rel="stylesheet" href="_static/classic.css" type="text/css" />
-    <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" type="text/css" href="_static/graphviz.css" />
+
+<!DOCTYPE html>
+<html class="writer-html4" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
+  <title>API Documentation &mdash; SuMMIT 0 documentation</title>
+  
+
+  
+  <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+  <link rel="stylesheet" href="_static/graphviz.css" type="text/css" />
+
+  
+  
+
+  
+  
+
+  
+
+  
+  <!--[if lt IE 9]>
+    <script src="_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
     
-    <script id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
-    <script src="_static/jquery.js"></script>
-    <script src="_static/underscore.js"></script>
-    <script src="_static/doctools.js"></script>
-    <script src="_static/language_data.js"></script>
-    <script src="_static/plotly_js.js"></script>
+      <script type="text/javascript" id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
+        <script src="_static/jquery.js"></script>
+        <script src="_static/underscore.js"></script>
+        <script src="_static/doctools.js"></script>
+        <script src="_static/language_data.js"></script>
+        <script src="_static/plotly_js.js"></script>
+    
+    <script type="text/javascript" src="_static/js/theme.js"></script>
+
     
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Multiview dataset management" href="api_files/dataset.html" />
     <link rel="prev" title="Taking control : Use your own algorithms" href="tutorials/example5.html" /> 
-  </head><body>
-    <div class="related" role="navigation" aria-label="related navigation">
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-      <ul>
-        <li class="right" style="margin-right: 10px">
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-             accesskey="I">index</a></li>
-        <li class="right" >
-          <a href="py-modindex.html" title="Python Module Index"
-             >modules</a> |</li>
-        <li class="right" >
-          <a href="api_files/dataset.html" title="Multiview dataset management"
-             accesskey="N">next</a> |</li>
-        <li class="right" >
-          <a href="tutorials/example5.html" title="Taking control : Use your own algorithms"
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-        <li class="nav-item nav-item-0"><a href="index.html">SuMMIT 0 documentation</a> &#187;</li> 
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-    </div>  
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-    <div class="document">
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+          
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+          
+            <a href="index.html" class="icon icon-home"> SuMMIT
+          
+
+          
+            
+            <img src="_static/logo_summit.png" class="logo" alt="Logo"/>
+          
+          </a>
+
+          
+            
+            
+              <div class="version">
+                0.0.0
+              </div>
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+          
+
+          
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+
+          
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+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
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+            
+            
+              <ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="tutorials/index.html">SuMMIT Tutorials</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">API Documentation</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="api_files/dataset.html">Multiview dataset management</a></li>
+</ul>
+</li>
+</ul>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="autoapi/summit/multiview_platform/monoview_classifiers/index.html">Available monoview classifiers</a></li>
+<li class="toctree-l1"><a class="reference internal" href="autoapi/summit/multiview_platform/multiview_classifiers/index.html">Available multiview classifiers</a></li>
+</ul>
+
+            
+          
+        </div>
+        
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="index.html">SuMMIT</a>
+        
+      </nav>
+
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+      <div class="wy-nav-content">
+        
+        <div class="rst-content">
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+
+  <ul class="wy-breadcrumbs">
+    
+      <li><a href="index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>API Documentation</li>
+    
+    
+      <li class="wy-breadcrumbs-aside">
+        
+          
+            <a href="_sources/api.rst.txt" rel="nofollow"> View page source</a>
+          
+        
+      </li>
+    
+  </ul>
+
+  
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
             
   <div class="section" id="api-documentation">
 <h1>API Documentation<a class="headerlink" href="#api-documentation" title="Permalink to this headline">¶</a></h1>
@@ -57,59 +181,51 @@
 </div>
 
 
+           </div>
+           
           </div>
-        </div>
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-        <div class="sphinxsidebarwrapper">
-  <h4>Previous topic</h4>
-  <p class="topless"><a href="tutorials/example5.html"
-                        title="previous chapter">Taking control : Use your own algorithms</a></p>
-  <h4>Next topic</h4>
-  <p class="topless"><a href="api_files/dataset.html"
-                        title="next chapter">Multiview dataset management</a></p>
-  <div role="note" aria-label="source link">
-    <h3>This Page</h3>
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-      <input type="text" name="q" aria-labelledby="searchlabel" />
-      <input type="submit" value="Go" />
-    </form>
+          <footer>
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
+        <a href="api_files/dataset.html" class="btn btn-neutral float-right" title="Multiview dataset management" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="tutorials/example5.html" class="btn btn-neutral float-left" title="Taking control : Use your own algorithms" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
     </div>
-</div>
-<script>$('#searchbox').show(0);</script>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        &#169; Copyright 2019, Baptiste BAUVIN.
+
+    </p>
+  </div>
+    
+    
+    
+    Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    
+    provided by <a href="https://readthedocs.org">Read the Docs</a>. 
+
+</footer>
         </div>
       </div>
-      <div class="clearer"></div>
-    </div>
-    <div class="related" role="navigation" aria-label="related navigation">
-      <h3>Navigation</h3>
-      <ul>
-        <li class="right" style="margin-right: 10px">
-          <a href="genindex.html" title="General Index"
-             >index</a></li>
-        <li class="right" >
-          <a href="py-modindex.html" title="Python Module Index"
-             >modules</a> |</li>
-        <li class="right" >
-          <a href="api_files/dataset.html" title="Multiview dataset management"
-             >next</a> |</li>
-        <li class="right" >
-          <a href="tutorials/example5.html" title="Taking control : Use your own algorithms"
-             >previous</a> |</li>
-        <li class="nav-item nav-item-0"><a href="index.html">SuMMIT 0 documentation</a> &#187;</li> 
-      </ul>
-    </div>
-    <div class="footer" role="contentinfo">
-        &#169; Copyright 2019, Baptiste BAUVIN.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.0.2.
-    </div>
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diff --git a/docs/build/genindex.html b/docs/build/genindex.html
index d02864511b8e3718ead4a80153c6a2f34ead6292..2909ae4c735b4a5cee7f0753129b9aac8fbe31ec 100644
--- a/docs/build/genindex.html
+++ b/docs/build/genindex.html
@@ -1,44 +1,169 @@
 
 
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-  <head>
-    <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
-    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>Index &#8212; SuMMIT 0 documentation</title>
-    <link rel="stylesheet" href="_static/classic.css" type="text/css" />
-    <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" type="text/css" href="_static/graphviz.css" />
+
+<!DOCTYPE html>
+<html class="writer-html4" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
+  <title>Index &mdash; SuMMIT 0 documentation</title>
+  
+
+  
+  <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+  <link rel="stylesheet" href="_static/graphviz.css" type="text/css" />
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+  
+  
+
+  
+  
+
+  
+
+  
+  <!--[if lt IE 9]>
+    <script src="_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+    
+      <script type="text/javascript" id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
+        <script src="_static/jquery.js"></script>
+        <script src="_static/underscore.js"></script>
+        <script src="_static/doctools.js"></script>
+        <script src="_static/language_data.js"></script>
+        <script src="_static/plotly_js.js"></script>
     
-    <script id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
-    <script src="_static/jquery.js"></script>
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-    <script src="_static/doctools.js"></script>
-    <script src="_static/language_data.js"></script>
-    <script src="_static/plotly_js.js"></script>
+    <script type="text/javascript" src="_static/js/theme.js"></script>
+
     
     <link rel="index" title="Index" href="#" />
     <link rel="search" title="Search" href="search.html" /> 
-  </head><body>
-    <div class="related" role="navigation" aria-label="related navigation">
-      <h3>Navigation</h3>
-      <ul>
-        <li class="right" style="margin-right: 10px">
-          <a href="#" title="General Index"
-             accesskey="I">index</a></li>
-        <li class="right" >
-          <a href="py-modindex.html" title="Python Module Index"
-             >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="index.html">SuMMIT 0 documentation</a> &#187;</li> 
-      </ul>
-    </div>  
-
-    <div class="document">
-      <div class="documentwrapper">
-        <div class="bodywrapper">
-          <div class="body" role="main">
+</head>
+
+<body class="wy-body-for-nav">
+
+   
+  <div class="wy-grid-for-nav">
+    
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+          
+
+          
+            <a href="index.html" class="icon icon-home"> SuMMIT
+          
+
+          
+            
+            <img src="_static/logo_summit.png" class="logo" alt="Logo"/>
+          
+          </a>
+
+          
+            
+            
+              <div class="version">
+                0.0.0
+              </div>
+            
+          
+
+          
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+
+          
+        </div>
+
+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
+            
+              <ul>
+<li class="toctree-l1"><a class="reference internal" href="tutorials/index.html">SuMMIT Tutorials</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">API Documentation</a></li>
+</ul>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="autoapi/summit/multiview_platform/monoview_classifiers/index.html">Available monoview classifiers</a></li>
+<li class="toctree-l1"><a class="reference internal" href="autoapi/summit/multiview_platform/multiview_classifiers/index.html">Available multiview classifiers</a></li>
+</ul>
+
+            
+          
+        </div>
+        
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="index.html">SuMMIT</a>
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+      </nav>
+
+
+      <div class="wy-nav-content">
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+  <ul class="wy-breadcrumbs">
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+      <li><a href="index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>Index</li>
+    
+    
+      <li class="wy-breadcrumbs-aside">
+        
+          
+        
+      </li>
+    
+  </ul>
+
+  
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
             
 
 <h1 id="index">Index</h1>
@@ -620,40 +745,47 @@
 
 
 
+           </div>
+           
           </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        &#169; Copyright 2019, Baptiste BAUVIN.
+
+    </p>
+  </div>
+    
+    
+    
+    Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    
+    provided by <a href="https://readthedocs.org">Read the Docs</a>. 
+
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-      <input type="submit" value="Go" />
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-    </div>
-</div>
-<script>$('#searchbox').show(0);</script>
-        </div>
-      </div>
-      <div class="clearer"></div>
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-        <li class="right" style="margin-right: 10px">
-          <a href="#" title="General Index"
-             >index</a></li>
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-          <a href="py-modindex.html" title="Python Module Index"
-             >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="index.html">SuMMIT 0 documentation</a> &#187;</li> 
-      </ul>
-    </div>
-    <div class="footer" role="contentinfo">
-        &#169; Copyright 2019, Baptiste BAUVIN.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.0.2.
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+    
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+
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 </html>
\ No newline at end of file
diff --git a/docs/build/index.html b/docs/build/index.html
index 6b21f468863c6fd73fedd48dd3970b88fb5664bb..9efb4d3aa6e64c810453c76bc4a66ba7e3f2bddc 100644
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@@ -1,47 +1,171 @@
 
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-    <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
-    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>Welcome to Supervised MultiModal Integration Tool’s documentation &#8212; SuMMIT 0 documentation</title>
-    <link rel="stylesheet" href="_static/classic.css" type="text/css" />
-    <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" type="text/css" href="_static/graphviz.css" />
+
+<!DOCTYPE html>
+<html class="writer-html4" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
+  <title>Welcome to Supervised MultiModal Integration Tool’s documentation &mdash; SuMMIT 0 documentation</title>
+  
+
+  
+  <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+  <link rel="stylesheet" href="_static/graphviz.css" type="text/css" />
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+  
+  
+
+  
+  
+
+  
+
+  
+  <!--[if lt IE 9]>
+    <script src="_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
     
-    <script id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
-    <script src="_static/jquery.js"></script>
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-    <script src="_static/language_data.js"></script>
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+      <li>Welcome to Supervised MultiModal Integration Tool’s documentation</li>
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+      <li class="wy-breadcrumbs-aside">
+        
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   <div class="section" id="welcome-to-supervised-multimodal-integration-tool-s-documentation">
 <h1>Welcome to Supervised MultiModal Integration Tool’s documentation<a class="headerlink" href="#welcome-to-supervised-multimodal-integration-tool-s-documentation" title="Permalink to this headline">¶</a></h1>
@@ -233,78 +357,50 @@ Results will, by default, be stored in the results directory of the installation
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-<li><a class="reference internal" href="#">Welcome to Supervised MultiModal Integration Tool’s documentation</a><ul>
-</ul>
-</li>
-<li><a class="reference internal" href="#read-me">Read me</a></li>
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index b5e56c248789f049bd5a302127879d4d0d468e31..3faded82cbcb6b226f4b828f2792f9bbb92d648f 100644
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 <div class="section" id="supervised-multimodal-integration-tool-s-readme">
@@ -160,67 +287,47 @@ Results will, by default, be stored in the results directory of the installation
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+          <footer>
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+  <div role="contentinfo">
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+        &#169; Copyright 2019, Baptiste BAUVIN.
+
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+    
+    
+    
+    Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
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diff --git a/docs/build/tutorials/example1.html b/docs/build/tutorials/example1.html
index 52d668c61958894647edf11c975fc857e55ae826..5e3fa186c6b0d0f295286b6c8596c2faf3624e80 100644
--- a/docs/build/tutorials/example1.html
+++ b/docs/build/tutorials/example1.html
@@ -1,52 +1,197 @@
 
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-    <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
-    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
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-    <link rel="stylesheet" href="../_static/classic.css" type="text/css" />
-    <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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+  
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+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/graphviz.css" type="text/css" />
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+      <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
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+        <script src="../_static/language_data.js"></script>
+        <script src="../_static/plotly_js.js"></script>
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+
     
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     <link rel="search" title="Search" href="../search.html" />
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-          <li class="nav-item nav-item-1"><a href="index.html" accesskey="U">SuMMIT Tutorials</a> &#187;</li> 
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-
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-        <div class="bodywrapper">
-          <div class="body" role="main">
+    <link rel="prev" title="Example 0 : Getting started with SuMMIT on MNist" href="example0.html" /> 
+</head>
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+<body class="wy-body-for-nav">
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+  <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
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+          
+            
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+              
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+              <ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="index.html">SuMMIT Tutorials</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="installation.html">Install SuMMIT</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example0.html">Example 0 : Getting started with SuMMIT on MNist</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Example 1 : First big step with SuMMIT</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#introduction-to-this-tutorial">Introduction to this tutorial</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#a-generated-dataset-to-rule-them-all">A generated dataset to rule them all</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#getting-started">Getting started</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#accuracy-score-html-accuracy-score-png-and-accuracy-score-csv"><code class="docutils literal notranslate"><span class="pre">*-accuracy_score*.html</span></code>, <code class="docutils literal notranslate"><span class="pre">*-accuracy_score*.png</span></code> and <code class="docutils literal notranslate"><span class="pre">*-accuracy_score*.csv</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#error-analysis-2d-png-and-error-analysis-2d-html"><code class="docutils literal notranslate"><span class="pre">*-error_analysis_2D.png</span></code> and <code class="docutils literal notranslate"><span class="pre">*-error_analysis_2D.html</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#error-analysis-bar-png-and-error-analysis-bar-html"><code class="docutils literal notranslate"><span class="pre">*-error_analysis_bar.png</span></code> and <code class="docutils literal notranslate"><span class="pre">*-error_analysis_bar.html</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#config-file-yml"><code class="docutils literal notranslate"><span class="pre">config_file.yml</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#random-state-pickle"><code class="docutils literal notranslate"><span class="pre">random_state.pickle</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#log-log"><code class="docutils literal notranslate"><span class="pre">1560_12_25-15_42-*-LOG.log</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#classifier-dependant-files">Classifier-dependant files</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="example2.html">Example 2 : Understanding the hyper-parameter optimization</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example3.html">Example 3 : Understanding the statistical iterations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example4.html">Taking control : Use your own dataset</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example5.html">Taking control : Use your own algorithms</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../api.html">API Documentation</a></li>
+</ul>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../autoapi/summit/multiview_platform/monoview_classifiers/index.html">Available monoview classifiers</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../autoapi/summit/multiview_platform/multiview_classifiers/index.html">Available multiview classifiers</a></li>
+</ul>
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+        
+      <li>Example 1 : First big step with SuMMIT</li>
+    
+    
+      <li class="wy-breadcrumbs-aside">
+        
+          
+            <a href="../_sources/tutorials/example1.rst.txt" rel="nofollow"> View page source</a>
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+           <div itemprop="articleBody">
             
   <div class="section" id="example-1-first-big-step-with-platf">
 <h1>Example 1 : First big step with SuMMIT<a class="headerlink" href="#example-1-first-big-step-with-platf" title="Permalink to this headline">¶</a></h1>
@@ -582,79 +727,51 @@ Feature importances :
 </div>
 
 
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-      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
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-  <h3><a href="../index.html">Table of Contents</a></h3>
-  <ul>
-<li><a class="reference internal" href="#">Example 1 : First big step with SuMMIT</a><ul>
-<li><a class="reference internal" href="#introduction-to-this-tutorial">Introduction to this tutorial</a></li>
-<li><a class="reference internal" href="#a-generated-dataset-to-rule-them-all">A generated dataset to rule them all</a></li>
-<li><a class="reference internal" href="#getting-started">Getting started</a><ul>
-<li><a class="reference internal" href="#accuracy-score-html-accuracy-score-png-and-accuracy-score-csv"><code class="docutils literal notranslate"><span class="pre">*-accuracy_score*.html</span></code>, <code class="docutils literal notranslate"><span class="pre">*-accuracy_score*.png</span></code> and <code class="docutils literal notranslate"><span class="pre">*-accuracy_score*.csv</span></code></a></li>
-<li><a class="reference internal" href="#error-analysis-2d-png-and-error-analysis-2d-html"><code class="docutils literal notranslate"><span class="pre">*-error_analysis_2D.png</span></code> and <code class="docutils literal notranslate"><span class="pre">*-error_analysis_2D.html</span></code></a></li>
-<li><a class="reference internal" href="#error-analysis-bar-png-and-error-analysis-bar-html"><code class="docutils literal notranslate"><span class="pre">*-error_analysis_bar.png</span></code> and <code class="docutils literal notranslate"><span class="pre">*-error_analysis_bar.html</span></code></a></li>
-<li><a class="reference internal" href="#config-file-yml"><code class="docutils literal notranslate"><span class="pre">config_file.yml</span></code></a></li>
-<li><a class="reference internal" href="#random-state-pickle"><code class="docutils literal notranslate"><span class="pre">random_state.pickle</span></code></a></li>
-<li><a class="reference internal" href="#log-log"><code class="docutils literal notranslate"><span class="pre">1560_12_25-15_42-*-LOG.log</span></code></a></li>
-<li><a class="reference internal" href="#classifier-dependant-files">Classifier-dependant files</a></li>
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-
-  <h4>Previous topic</h4>
-  <p class="topless"><a href="example0.html"
-                        title="previous chapter">Example 0 : Getting started with SuMMIT on digits</a></p>
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     <link rel="search" title="Search" href="../search.html" />
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+<li class="toctree-l2 current"><a class="current reference internal" href="#">Example 2 : Understanding the hyper-parameter optimization</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#hands-on-experience">Hands-on experience</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#example-2-1-no-hyper-parameter-optimization-impact-of-split-size">Example 2.1 : No hyper-parameter optimization, impact of split size</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#example-2-2-usage-of-randomized-hyper-parameter-optimization">Example 2.2 : Usage of randomized hyper-parameter optimization :</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#going-further-with-randomized-search">Going further with randomized search</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#example-2-3-usage-of-grid-search">Example 2.3 : Usage of grid search :</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#hyper-parameter-report">Hyper-parameter report</a></li>
+</ul>
+</li>
+</ul>
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+<li class="toctree-l2"><a class="reference internal" href="example3.html">Example 3 : Understanding the statistical iterations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example4.html">Taking control : Use your own dataset</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example5.html">Taking control : Use your own algorithms</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../api.html">API Documentation</a></li>
+</ul>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../autoapi/summit/multiview_platform/monoview_classifiers/index.html">Available monoview classifiers</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../autoapi/summit/multiview_platform/multiview_classifiers/index.html">Available multiview classifiers</a></li>
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   <div class="section" id="example-2-understanding-the-hyper-parameter-optimization">
 <h1>Example 2 : Understanding the hyper-parameter optimization<a class="headerlink" href="#example-2-understanding-the-hyper-parameter-optimization" title="Permalink to this headline">¶</a></h1>
@@ -432,84 +573,51 @@ splitter: best
 </div>
 
 
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           </div>
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-      </div>
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-        <div class="sphinxsidebarwrapper">
-  <h3><a href="../index.html">Table of Contents</a></h3>
-  <ul>
-<li><a class="reference internal" href="#">Example 2 : Understanding the hyper-parameter optimization</a><ul>
-<li><a class="reference internal" href="#hands-on-experience">Hands-on experience</a><ul>
-<li><a class="reference internal" href="#example-2-1-no-hyper-parameter-optimization-impact-of-split-size">Example 2.1 : No hyper-parameter optimization, impact of split size</a><ul>
-<li><a class="reference internal" href="#learning-on-a-few-samples">Learning on a few samples</a></li>
-<li><a class="reference internal" href="#learning-on-more-samples">Learning on more samples</a></li>
-<li><a class="reference internal" href="#conclusion">Conclusion</a></li>
-</ul>
-</li>
-<li><a class="reference internal" href="#example-2-2-usage-of-randomized-hyper-parameter-optimization">Example 2.2 : Usage of randomized hyper-parameter optimization :</a><ul>
-<li><a class="reference internal" href="#the-results">The results</a></li>
-<li><a class="reference internal" href="#id2">Conclusion</a></li>
-</ul>
-</li>
-<li><a class="reference internal" href="#going-further-with-randomized-search">Going further with randomized search</a></li>
-<li><a class="reference internal" href="#example-2-3-usage-of-grid-search">Example 2.3 : Usage of grid search :</a></li>
-<li><a class="reference internal" href="#hyper-parameter-report">Hyper-parameter report</a></li>
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-
-  <h4>Previous topic</h4>
-  <p class="topless"><a href="example1.html"
-                        title="previous chapter">Example 1 : First big step with SuMMIT</a></p>
-  <h4>Next topic</h4>
-  <p class="topless"><a href="example3.html"
-                        title="next chapter">Example 3 : Understanding the statistical iterations</a></p>
-  <div role="note" aria-label="source link">
-    <h3>This Page</h3>
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+          <footer>
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
+        <a href="example3.html" class="btn btn-neutral float-right" title="Example 3 : Understanding the statistical iterations" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="example1.html" class="btn btn-neutral float-left" title="Example 1 : First big step with SuMMIT" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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-</div>
-<script>$('#searchbox').show(0);</script>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        &#169; Copyright 2019, Baptiste BAUVIN.
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diff --git a/docs/build/tutorials/index.html b/docs/build/tutorials/index.html
index 5df481877b3d20969d4e566f5c15202c3b83d0ca..9af9c66217c3b502c37aa14fe51a725c704db0aa 100644
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+<li class="toctree-l1 current"><a class="current reference internal" href="#">SuMMIT Tutorials</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="installation.html">Install SuMMIT</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example0.html">Example 0 : Getting started with SuMMIT on MNist</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example1.html">Example 1 : First big step with SuMMIT</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example2.html">Example 2 : Understanding the hyper-parameter optimization</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example3.html">Example 3 : Understanding the statistical iterations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example4.html">Taking control : Use your own dataset</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example5.html">Taking control : Use your own algorithms</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../api.html">API Documentation</a></li>
+</ul>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../autoapi/summit/multiview_platform/monoview_classifiers/index.html">Available monoview classifiers</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../autoapi/summit/multiview_platform/multiview_classifiers/index.html">Available multiview classifiers</a></li>
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+           <div itemprop="articleBody">
             
   <div class="section" id="summit-tutorials">
 <h1>SuMMIT Tutorials<a class="headerlink" href="#summit-tutorials" title="Permalink to this headline">¶</a></h1>
@@ -64,59 +194,51 @@
 </div>
 
 
+           </div>
+           
           </div>
-        </div>
-      </div>
-      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
-        <div class="sphinxsidebarwrapper">
-  <h4>Previous topic</h4>
-  <p class="topless"><a href="../index.html"
-                        title="previous chapter">Welcome to Supervised MultiModal Integration Tool’s documentation</a></p>
-  <h4>Next topic</h4>
-  <p class="topless"><a href="installation.html"
-                        title="next chapter">Install SuMMIT</a></p>
-  <div role="note" aria-label="source link">
-    <h3>This Page</h3>
-    <ul class="this-page-menu">
-      <li><a href="../_sources/tutorials/index.rst.txt"
-            rel="nofollow">Show Source</a></li>
-    </ul>
-   </div>
-<div id="searchbox" style="display: none" role="search">
-  <h3 id="searchlabel">Quick search</h3>
-    <div class="searchformwrapper">
-    <form class="search" action="../search.html" method="get">
-      <input type="text" name="q" aria-labelledby="searchlabel" />
-      <input type="submit" value="Go" />
-    </form>
+          <footer>
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
+        <a href="installation.html" class="btn btn-neutral float-right" title="Install SuMMIT" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="../index.html" class="btn btn-neutral float-left" title="Welcome to Supervised MultiModal Integration Tool’s documentation" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
     </div>
-</div>
-<script>$('#searchbox').show(0);</script>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        &#169; Copyright 2019, Baptiste BAUVIN.
+
+    </p>
+  </div>
+    
+    
+    
+    Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    
+    provided by <a href="https://readthedocs.org">Read the Docs</a>. 
+
+</footer>
         </div>
       </div>
-      <div class="clearer"></div>
-    </div>
-    <div class="related" role="navigation" aria-label="related navigation">
-      <h3>Navigation</h3>
-      <ul>
-        <li class="right" style="margin-right: 10px">
-          <a href="../genindex.html" title="General Index"
-             >index</a></li>
-        <li class="right" >
-          <a href="../py-modindex.html" title="Python Module Index"
-             >modules</a> |</li>
-        <li class="right" >
-          <a href="installation.html" title="Install SuMMIT"
-             >next</a> |</li>
-        <li class="right" >
-          <a href="../index.html" title="Welcome to Supervised MultiModal Integration Tool’s documentation"
-             >previous</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../index.html">SuMMIT 0 documentation</a> &#187;</li> 
-      </ul>
-    </div>
-    <div class="footer" role="contentinfo">
-        &#169; Copyright 2019, Baptiste BAUVIN.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.0.2.
-    </div>
-  </body>
+
+    </section>
+
+  </div>
+  
+
+  <script type="text/javascript">
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script>
+
+  
+  
+    
+   
+
+</body>
 </html>
\ No newline at end of file
diff --git a/docs/build/tutorials/installation.html b/docs/build/tutorials/installation.html
index 3eecbddd4584b5720f6cfccedc20cbcfbba069ee..cdfe8f788597093e1b57eade58ad83ebed8ccb01 100644
--- a/docs/build/tutorials/installation.html
+++ b/docs/build/tutorials/installation.html
@@ -1,52 +1,186 @@
 
-<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
-  "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
-
-<html xmlns="http://www.w3.org/1999/xhtml">
-  <head>
-    <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
-    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>Install SuMMIT &#8212; SuMMIT 0 documentation</title>
-    <link rel="stylesheet" href="../_static/classic.css" type="text/css" />
-    <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" type="text/css" href="../_static/graphviz.css" />
+
+<!DOCTYPE html>
+<html class="writer-html4" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
+  <title>Install SuMMIT &mdash; SuMMIT 0 documentation</title>
+  
+
+  
+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/graphviz.css" type="text/css" />
+
+  
+  
+
+  
+  
+
+  
+
+  
+  <!--[if lt IE 9]>
+    <script src="../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
     
-    <script id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
-    <script src="../_static/jquery.js"></script>
-    <script src="../_static/underscore.js"></script>
-    <script src="../_static/doctools.js"></script>
-    <script src="../_static/language_data.js"></script>
-    <script src="../_static/plotly_js.js"></script>
+      <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
+        <script src="../_static/jquery.js"></script>
+        <script src="../_static/underscore.js"></script>
+        <script src="../_static/doctools.js"></script>
+        <script src="../_static/language_data.js"></script>
+        <script src="../_static/plotly_js.js"></script>
+    
+    <script type="text/javascript" src="../_static/js/theme.js"></script>
+
     
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Example 0 : Getting started with SuMMIT on digits" href="example0.html" />
+    <link rel="next" title="Example 0 : Getting started with SuMMIT on MNist" href="example0.html" />
     <link rel="prev" title="SuMMIT Tutorials" href="index.html" /> 
-  </head><body>
-    <div class="related" role="navigation" aria-label="related navigation">
-      <h3>Navigation</h3>
-      <ul>
-        <li class="right" style="margin-right: 10px">
-          <a href="../genindex.html" title="General Index"
-             accesskey="I">index</a></li>
-        <li class="right" >
-          <a href="../py-modindex.html" title="Python Module Index"
-             >modules</a> |</li>
-        <li class="right" >
-          <a href="example0.html" title="Example 0 : Getting started with SuMMIT on digits"
-             accesskey="N">next</a> |</li>
-        <li class="right" >
-          <a href="index.html" title="SuMMIT Tutorials"
-             accesskey="P">previous</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../index.html">SuMMIT 0 documentation</a> &#187;</li>
-          <li class="nav-item nav-item-1"><a href="index.html" accesskey="U">SuMMIT Tutorials</a> &#187;</li> 
-      </ul>
-    </div>  
-
-    <div class="document">
-      <div class="documentwrapper">
-        <div class="bodywrapper">
-          <div class="body" role="main">
+</head>
+
+<body class="wy-body-for-nav">
+
+   
+  <div class="wy-grid-for-nav">
+    
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+          
+
+          
+            <a href="../index.html" class="icon icon-home"> SuMMIT
+          
+
+          
+            
+            <img src="../_static/logo_summit.png" class="logo" alt="Logo"/>
+          
+          </a>
+
+          
+            
+            
+              <div class="version">
+                0.0.0
+              </div>
+            
+          
+
+          
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+
+          
+        </div>
+
+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
+            
+              <ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="index.html">SuMMIT Tutorials</a><ul class="current">
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Install SuMMIT</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#launching-the-setup-tool">Launching the setup tool</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="example0.html">Example 0 : Getting started with SuMMIT on MNist</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example1.html">Example 1 : First big step with SuMMIT</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example2.html">Example 2 : Understanding the hyper-parameter optimization</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example3.html">Example 3 : Understanding the statistical iterations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example4.html">Taking control : Use your own dataset</a></li>
+<li class="toctree-l2"><a class="reference internal" href="example5.html">Taking control : Use your own algorithms</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../api.html">API Documentation</a></li>
+</ul>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../autoapi/summit/multiview_platform/monoview_classifiers/index.html">Available monoview classifiers</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../autoapi/summit/multiview_platform/multiview_classifiers/index.html">Available multiview classifiers</a></li>
+</ul>
+
+            
+          
+        </div>
+        
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../index.html">SuMMIT</a>
+        
+      </nav>
+
+
+      <div class="wy-nav-content">
+        
+        <div class="rst-content">
+        
+          
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+<div role="navigation" aria-label="breadcrumbs navigation">
+
+  <ul class="wy-breadcrumbs">
+    
+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+          <li><a href="index.html">SuMMIT Tutorials</a> &raquo;</li>
+        
+      <li>Install SuMMIT</li>
+    
+    
+      <li class="wy-breadcrumbs-aside">
+        
+          
+            <a href="../_sources/tutorials/installation.rst.txt" rel="nofollow"> View page source</a>
+          
+        
+      </li>
+    
+  </ul>
+
+  
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
             
   <div class="section" id="install-platf">
 <h1>Install SuMMIT<a class="headerlink" href="#install-platf" title="Permalink to this headline">¶</a></h1>
@@ -62,68 +196,51 @@
 </div>
 
 
+           </div>
+           
           </div>
-        </div>
-      </div>
-      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
-        <div class="sphinxsidebarwrapper">
-  <h3><a href="../index.html">Table of Contents</a></h3>
-  <ul>
-<li><a class="reference internal" href="#">Install SuMMIT</a><ul>
-<li><a class="reference internal" href="#launching-the-setup-tool">Launching the setup tool</a></li>
-</ul>
-</li>
-</ul>
-
-  <h4>Previous topic</h4>
-  <p class="topless"><a href="index.html"
-                        title="previous chapter">SuMMIT Tutorials</a></p>
-  <h4>Next topic</h4>
-  <p class="topless"><a href="example0.html"
-                        title="next chapter">Example 0 : Getting started with SuMMIT on digits</a></p>
-  <div role="note" aria-label="source link">
-    <h3>This Page</h3>
-    <ul class="this-page-menu">
-      <li><a href="../_sources/tutorials/installation.rst.txt"
-            rel="nofollow">Show Source</a></li>
-    </ul>
-   </div>
-<div id="searchbox" style="display: none" role="search">
-  <h3 id="searchlabel">Quick search</h3>
-    <div class="searchformwrapper">
-    <form class="search" action="../search.html" method="get">
-      <input type="text" name="q" aria-labelledby="searchlabel" />
-      <input type="submit" value="Go" />
-    </form>
+          <footer>
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
+        <a href="example0.html" class="btn btn-neutral float-right" title="Example 0 : Getting started with SuMMIT on MNist" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="index.html" class="btn btn-neutral float-left" title="SuMMIT Tutorials" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
     </div>
-</div>
-<script>$('#searchbox').show(0);</script>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        &#169; Copyright 2019, Baptiste BAUVIN.
+
+    </p>
+  </div>
+    
+    
+    
+    Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    
+    provided by <a href="https://readthedocs.org">Read the Docs</a>. 
+
+</footer>
         </div>
       </div>
-      <div class="clearer"></div>
-    </div>
-    <div class="related" role="navigation" aria-label="related navigation">
-      <h3>Navigation</h3>
-      <ul>
-        <li class="right" style="margin-right: 10px">
-          <a href="../genindex.html" title="General Index"
-             >index</a></li>
-        <li class="right" >
-          <a href="../py-modindex.html" title="Python Module Index"
-             >modules</a> |</li>
-        <li class="right" >
-          <a href="example0.html" title="Example 0 : Getting started with SuMMIT on digits"
-             >next</a> |</li>
-        <li class="right" >
-          <a href="index.html" title="SuMMIT Tutorials"
-             >previous</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../index.html">SuMMIT 0 documentation</a> &#187;</li>
-          <li class="nav-item nav-item-1"><a href="index.html" >SuMMIT Tutorials</a> &#187;</li> 
-      </ul>
-    </div>
-    <div class="footer" role="contentinfo">
-        &#169; Copyright 2019, Baptiste BAUVIN.
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.0.2.
-    </div>
-  </body>
+
+    </section>
+
+  </div>
+  
+
+  <script type="text/javascript">
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script>
+
+  
+  
+    
+   
+
+</body>
 </html>
\ No newline at end of file
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 82190952429ff520f90ed83a7cadfc63faf7d6d1..2e41d81730824e1523f506b74fc4edab5dfd52fb 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -20,6 +20,7 @@
 #
 import os
 import sys
+import sphinx_rtd_theme
 
 repo_path = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
 
@@ -44,6 +45,7 @@ add_module_names = False
 # ones.
 extensions = ['sphinx.ext.autodoc',
               'sphinx.ext.extlinks',
+                'sphinx_rtd_theme',
 #              'sphinx.ext.doctest',
 #              'sphinx.ext.intersphinx',
 #              'sphinx.ext.todo',
@@ -82,6 +84,8 @@ source_suffix = {'.rst': 'restructuredtext', '.md': 'markdown'}
 
 # The master toctree document.
 master_doc = 'index'
+html_logo = "logo_summit.png"
+
 
 # General information about the project.
 project = u'SuMMIT'
@@ -120,8 +124,9 @@ todo_include_todos = True
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
 #
-# html_theme = 'sphinx_rtd_theme'
-html_theme = 'classic'
+html_theme = 'sphinx_rtd_theme'
+# html_theme = 'classic'
+# html_theme = 'groundwork'
 
 # Theme options are theme-specific and customize the look and feel of a theme
 # further.  For a list of options available for each theme, see the
diff --git a/docs/source/logo_summit.png b/docs/source/logo_summit.png
new file mode 100644
index 0000000000000000000000000000000000000000..4f03112f4478ed4dc62978cdd271ee3706e7b9fa
Binary files /dev/null and b/docs/source/logo_summit.png differ
diff --git a/setup.py b/setup.py
index 14527011e53270d9926d4fafa5da4af06fb912ac..c92d5a751bc330b121109cc60e2453977cce2baf 100644
--- a/setup.py
+++ b/setup.py
@@ -58,7 +58,8 @@ def setup_package():
     install_requires=requirements,
     extras_require={
             'dev': ['pytest', 'pytest-cov'],
-            'doc': ['sphinx >= 3.0.2', 'numpydoc', 'docutils', 'sphinx-autoapi']},
+            'doc': ['sphinx >= 3.0.2', 'numpydoc', 'docutils', 'sphinx-autoapi',
+                    'sphinx_rtd_theme']},
 
     # Il est d'usage de mettre quelques metadata à propos de sa lib
     # Pour que les robots puissent facilement la classer.