diff --git a/_sources/source/Tutorial/index.rst.txt b/_sources/source/Tutorial/index.rst.txt
index 012dc0e9a9b6f48d6aa539077ba937aa8a31d0b0..8975df1679460284a363a79839ea3b0f7c7e3deb 100644
--- a/_sources/source/Tutorial/index.rst.txt
+++ b/_sources/source/Tutorial/index.rst.txt
@@ -36,3 +36,7 @@ The `Add an operator and its implementation Tutorial <https://gitlab.eclipse.org
 
 If you encounter any difficulty with the Tutorials, please create an issue `here <https://gitlab.eclipse.org/groups/eclipse/aidge/-/issues>`_.
 
+.. nbgallery::
+    load_and_run.nblink
+
+
diff --git a/source/API/Core/operator.html b/source/API/Core/operator.html
index 5a9412942b2c5c0002fbda1299cf5d7dad3e7cc7..b9ecbb3fb054db2e5ac5421342153ecdb5792543 100644
--- a/source/API/Core/operator.html
+++ b/source/API/Core/operator.html
@@ -1311,8 +1311,8 @@ graph TD
 
     Op(&quot;&lt;b&gt;BatchNormOp2D&lt;/b&gt;
      Attributes:
-    &lt;sub&gt;&lt;em&gt;Epsilon&lt;/em&gt;&lt;/sub&gt;
     &lt;sub&gt;&lt;em&gt;Momentum&lt;/em&gt;&lt;/sub&gt;
+    &lt;sub&gt;&lt;em&gt;Epsilon&lt;/em&gt;&lt;/sub&gt;
     
     &quot;):::operator
 
@@ -1401,12 +1401,12 @@ graph TD
 
     Op(&quot;&lt;b&gt;ConvOp2D&lt;/b&gt;
      Attributes:
-    &lt;sub&gt;&lt;em&gt;InChannels&lt;/em&gt;&lt;/sub&gt;
+    &lt;sub&gt;&lt;em&gt;OutChannels&lt;/em&gt;&lt;/sub&gt;
     &lt;sub&gt;&lt;em&gt;DilationDims&lt;/em&gt;&lt;/sub&gt;
     &lt;sub&gt;&lt;em&gt;NoBias&lt;/em&gt;&lt;/sub&gt;
-    &lt;sub&gt;&lt;em&gt;KernelDims&lt;/em&gt;&lt;/sub&gt;
     &lt;sub&gt;&lt;em&gt;StrideDims&lt;/em&gt;&lt;/sub&gt;
-    &lt;sub&gt;&lt;em&gt;OutChannels&lt;/em&gt;&lt;/sub&gt;
+    &lt;sub&gt;&lt;em&gt;KernelDims&lt;/em&gt;&lt;/sub&gt;
+    &lt;sub&gt;&lt;em&gt;InChannels&lt;/em&gt;&lt;/sub&gt;
     
     &quot;):::operator
 
@@ -1461,11 +1461,11 @@ graph TD
 
     Op(&quot;&lt;b&gt;ConvDepthWiseOp2D&lt;/b&gt;
      Attributes:
+    &lt;sub&gt;&lt;em&gt;Channels&lt;/em&gt;&lt;/sub&gt;
     &lt;sub&gt;&lt;em&gt;DilationDims&lt;/em&gt;&lt;/sub&gt;
     &lt;sub&gt;&lt;em&gt;NoBias&lt;/em&gt;&lt;/sub&gt;
-    &lt;sub&gt;&lt;em&gt;KernelDims&lt;/em&gt;&lt;/sub&gt;
-    &lt;sub&gt;&lt;em&gt;Channels&lt;/em&gt;&lt;/sub&gt;
     &lt;sub&gt;&lt;em&gt;StrideDims&lt;/em&gt;&lt;/sub&gt;
+    &lt;sub&gt;&lt;em&gt;KernelDims&lt;/em&gt;&lt;/sub&gt;
     
     &quot;):::operator
 
diff --git a/source/Tutorial/index.html b/source/Tutorial/index.html
index 232754a7fe54dac5280044b8d3b1d04c5591c3bf..fa008ee4f1c6243a5c0a46edddbed5e965ed3ca6 100644
--- a/source/Tutorial/index.html
+++ b/source/Tutorial/index.html
@@ -33,6 +33,7 @@
     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery.css?v=61a4c737" />
     <link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../../_static/nbsphinx-gallery.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css?v=794b2ffd" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -462,6 +463,10 @@ This tutorial demonstrates the basic features of the Aidge Framework, importing
 For example, you can help us extend our operator coverage by adding an operator and its implementation in the Aidge library.
 The <a class="reference external" href="https://gitlab.eclipse.org/eclipse/aidge/aidge/-/blob/dev/examples/tutorials/Hardmax_operator/operator_adding.ipynb?ref_type=heads">Add an operator and its implementation Tutorial</a> details the steps to follow.</p>
 <p>If you encounter any difficulty with the Tutorials, please create an issue <a class="reference external" href="https://gitlab.eclipse.org/groups/eclipse/aidge/-/issues">here</a>.</p>
+<div class="toctree-wrapper compound">
+<div class="nbsphinx-gallery">
+</div>
+</div>
 </section>
 </section>