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diff --git a/_sources/notebooks/Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.ipynb b/_sources/notebooks/Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.ipynb
diff --git a/_sources/notebooks/Tutorial6_Registration/Tutorial6_Registration_student.ipynb b/_sources/notebooks/Tutorial6_Registration/Tutorial6_Registration_student.ipynb
diff --git a/genindex.html b/genindex.html
@@ -166,7 +166,8 @@
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-<li class="toctree-l1"><a class="reference internal" href="notebooks/Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="notebooks/Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="notebooks/Tutorial6_Registration/Tutorial6_Registration_student.html">Tutorial 6</a></li>
 </ul>
 
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diff --git a/index.html b/index.html
@@ -166,7 +166,8 @@
 <li class="toctree-l1"><a class="reference internal" href="notebooks/Tutorial4_Generative_Models/Tutorial4_Generative_Models_teacher.html">Tutorial 4</a></li>
 
 
-<li class="toctree-l1"><a class="reference internal" href="notebooks/Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="notebooks/Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="notebooks/Tutorial6_Registration/Tutorial6_Registration_student.html">Tutorial 6</a></li>
 </ul>
 
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diff --git a/notebooks/Tutorial1_NumpySimpleITK/Tutorial1_NumpySimpleITK_student.html b/notebooks/Tutorial1_NumpySimpleITK/Tutorial1_NumpySimpleITK_student.html
@@ -167,7 +167,8 @@
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-<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial6_Registration/Tutorial6_Registration_student.html">Tutorial 6</a></li>
 </ul>
 
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diff --git a/notebooks/Tutorial1_NumpySimpleITK/Tutorial1_NumpySimpleITK_teacher.html b/notebooks/Tutorial1_NumpySimpleITK/Tutorial1_NumpySimpleITK_teacher.html
@@ -169,7 +169,8 @@
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-<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial6_Registration/Tutorial6_Registration_student.html">Tutorial 6</a></li>
 </ul>
 
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diff --git a/.../Tutorial2_ConvolutionalNeuralNetworks/Tutorial2_ConvolutionalNeuralNetworks_student.html b/.../Tutorial2_ConvolutionalNeuralNetworks/Tutorial2_ConvolutionalNeuralNetworks_student.html
@@ -167,7 +167,8 @@
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-<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial6_Registration/Tutorial6_Registration_student.html">Tutorial 6</a></li>
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diff --git a/.../Tutorial2_ConvolutionalNeuralNetworks/Tutorial2_ConvolutionalNeuralNetworks_teacher.html b/.../Tutorial2_ConvolutionalNeuralNetworks/Tutorial2_ConvolutionalNeuralNetworks_teacher.html
@@ -169,7 +169,8 @@
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-<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial6_Registration/Tutorial6_Registration_student.html">Tutorial 6</a></li>
 </ul>
 
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diff --git a/notebooks/Tutorial3_Segmentation/Tutorial3_Segmentation_student.html b/notebooks/Tutorial3_Segmentation/Tutorial3_Segmentation_student.html
@@ -165,7 +165,8 @@
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-<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial6_Registration/Tutorial6_Registration_student.html">Tutorial 6</a></li>
 </ul>
 
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diff --git a/notebooks/Tutorial3_Segmentation/Tutorial3_Segmentation_teacher.html b/notebooks/Tutorial3_Segmentation/Tutorial3_Segmentation_teacher.html
@@ -167,7 +167,8 @@
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-<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial6_Registration/Tutorial6_Registration_student.html">Tutorial 6</a></li>
 </ul>
 
     </div>

diff --git a/notebooks/Tutorial4_Generative_Models/Tutorial4_Generative_Models_student.html b/notebooks/Tutorial4_Generative_Models/Tutorial4_Generative_Models_student.html
@@ -167,7 +167,8 @@
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-<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial6_Registration/Tutorial6_Registration_student.html">Tutorial 6</a></li>
 </ul>
 
     </div>

diff --git a/notebooks/Tutorial4_Generative_Models/Tutorial4_Generative_Models_teacher.html b/notebooks/Tutorial4_Generative_Models/Tutorial4_Generative_Models_teacher.html
@@ -68,7 +68,7 @@
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-    <link rel="next" title="Tutorial 5" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html" />
+    <link rel="next" title="Tutorial 5" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.html" />
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@@ -169,7 +169,8 @@
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Tutorial 4</a></li>
 
 
-<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.html">Tutorial 5</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../Tutorial6_Registration/Tutorial6_Registration_student.html">Tutorial 6</a></li>
 </ul>
 
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@@ -1450,7 +1451,7 @@ <h2>Conditional MedMNIST synthesis<a class="headerlink" href="#conditional-medmn
       </div>
     </a>
     <a class="right-next"
-       href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html"
+       href="../Tutorial5_Reconstruction/Tutorial5_Reconstruction_teacher.html"
        title="next page">
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diff --git a/notebooks/Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html b/notebooks/Tutorial5_Reconstruction/Tutorial5_Reconstruction_student.html
@@ -68,7 +68,6 @@
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@@ -152,7 +151,7 @@
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         <p aria-level="2" class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
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@@ -168,7 +167,8 @@
 <li class="toctree-l1"><a class="reference internal" href="../Tutorial4_Generative_Models/Tutorial4_Generative_Models_teacher.html">Tutorial 4</a></li>
 
 
-<li class="toctree-l1 current active"><a class="current reference internal" href="#">Tutorial 5</a></li>
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@@ -835,15 +835,6 @@ <h2>From post-processing to pre-processing<a class="headerlink" href="#from-post
 
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