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diff --git a/_sources/slides/module9-1_differentiation.ipynb b/_sources/slides/module9-1_differentiation.ipynb
diff --git a/genindex.html b/genindex.html
@@ -223,7 +223,7 @@
 <li class="toctree-l2"><a class="reference internal" href="slides/module8-3_quadrature_transforms.html">34) Transformed Quadrature</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slides/module8-4_beyond_linear_models.html">35) Beyond Linear Models</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slides/module8-5_gradient_descent.html">36) Gradient Descent</a></li>
-<li class="toctree-l2"><a class="reference internal" href="slides/module9-1_computing_derivatives.html">37) Computing Derivatives</a></li>
+<li class="toctree-l2"><a class="reference internal" href="slides/module9-1_differentiation.html">37) Differentiation</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/index.html b/index.html
@@ -227,7 +227,7 @@
 <li class="toctree-l2"><a class="reference internal" href="slides/module8-3_quadrature_transforms.html">34) Transformed Quadrature</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slides/module8-4_beyond_linear_models.html">35) Beyond Linear Models</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slides/module8-5_gradient_descent.html">36) Gradient Descent</a></li>
-<li class="toctree-l2"><a class="reference internal" href="slides/module9-1_computing_derivatives.html">37) Computing Derivatives</a></li>
+<li class="toctree-l2"><a class="reference internal" href="slides/module9-1_differentiation.html">37) Differentiation</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/objects.inv b/objects.inv
diff --git a/search.html b/search.html
@@ -225,7 +225,7 @@
 <li class="toctree-l2"><a class="reference internal" href="slides/module8-3_quadrature_transforms.html">34) Transformed Quadrature</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slides/module8-4_beyond_linear_models.html">35) Beyond Linear Models</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slides/module8-5_gradient_descent.html">36) Gradient Descent</a></li>
-<li class="toctree-l2"><a class="reference internal" href="slides/module9-1_computing_derivatives.html">37) Computing Derivatives</a></li>
+<li class="toctree-l2"><a class="reference internal" href="slides/module9-1_differentiation.html">37) Differentiation</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/searchindex.js b/searchindex.js
diff --git a/slides.html b/slides.html
@@ -226,7 +226,7 @@
 <li class="toctree-l2"><a class="reference internal" href="slides/module8-3_quadrature_transforms.html">34) Transformed Quadrature</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slides/module8-4_beyond_linear_models.html">35) Beyond Linear Models</a></li>
 <li class="toctree-l2"><a class="reference internal" href="slides/module8-5_gradient_descent.html">36) Gradient Descent</a></li>
-<li class="toctree-l2"><a class="reference internal" href="slides/module9-1_computing_derivatives.html">37) Computing Derivatives</a></li>
+<li class="toctree-l2"><a class="reference internal" href="slides/module9-1_differentiation.html">37) Differentiation</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/slides/module8-3_quadrature_transforms.html b/slides/module8-3_quadrature_transforms.html
diff --git a/slides/module8-4_beyond_linear_models.html b/slides/module8-4_beyond_linear_models.html
diff --git a/slides/module8-5_gradient_descent.html b/slides/module8-5_gradient_descent.html
diff --git a/slides/module9-1_differentiation.html b/slides/module9-1_differentiation.html