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diff --git a/CONDUCT.html b/CONDUCT.html
@@ -224,6 +224,10 @@
 </li>
 </ul>
 </li>
+<li class="toctree-l2"><a class="reference internal" href="advanced-python/33ModelTuning.html">Model tuning setup</a></li>
+<li class="toctree-l2"><a class="reference internal" href="advanced-python/33ModelTuning.html#Cross-validation">Cross-validation</a></li>
+<li class="toctree-l2"><a class="reference internal" href="advanced-python/33ModelTuning.html#k-folding-&amp;-early-stopping"><span class="math notranslate nohighlight">\(k\)</span>-folding &amp; early stopping</a></li>
+<li class="toctree-l2"><a class="reference internal" href="advanced-python/33ModelTuning.html#Hyperameter-optimisation">Hyperameter optimisation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="advanced-python/40Histograms.html">6: Histograms</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="advanced-python/40Histograms.html#Axes">Axes</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="advanced-python/40Histograms.html#Regular">Regular</a></li>

diff --git a/CONTRIBUTING.html b/CONTRIBUTING.html
@@ -224,6 +224,10 @@
 </li>
 </ul>
 </li>
+<li class="toctree-l2"><a class="reference internal" href="advanced-python/33ModelTuning.html">Model tuning setup</a></li>
+<li class="toctree-l2"><a class="reference internal" href="advanced-python/33ModelTuning.html#Cross-validation">Cross-validation</a></li>
+<li class="toctree-l2"><a class="reference internal" href="advanced-python/33ModelTuning.html#k-folding-&amp;-early-stopping"><span class="math notranslate nohighlight">\(k\)</span>-folding &amp; early stopping</a></li>
+<li class="toctree-l2"><a class="reference internal" href="advanced-python/33ModelTuning.html#Hyperameter-optimisation">Hyperameter optimisation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="advanced-python/40Histograms.html">6: Histograms</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="advanced-python/40Histograms.html#Axes">Axes</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="advanced-python/40Histograms.html#Regular">Regular</a></li>

diff --git a/LICENSE.html b/LICENSE.html
@@ -223,6 +223,10 @@
 </li>
 </ul>
 </li>
+<li class="toctree-l2"><a class="reference internal" href="advanced-python/33ModelTuning.html">Model tuning setup</a></li>
+<li class="toctree-l2"><a class="reference internal" href="advanced-python/33ModelTuning.html#Cross-validation">Cross-validation</a></li>
+<li class="toctree-l2"><a class="reference internal" href="advanced-python/33ModelTuning.html#k-folding-&amp;-early-stopping"><span class="math notranslate nohighlight">\(k\)</span>-folding &amp; early stopping</a></li>
+<li class="toctree-l2"><a class="reference internal" href="advanced-python/33ModelTuning.html#Hyperameter-optimisation">Hyperameter optimisation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="advanced-python/40Histograms.html">6: Histograms</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="advanced-python/40Histograms.html#Axes">Axes</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="advanced-python/40Histograms.html#Regular">Regular</a></li>

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diff --git a/_sources/advanced-python/10Basics.ipynb.txt b/_sources/advanced-python/10Basics.ipynb.txt
@@ -481,7 +481,7 @@
    },
    "outputs": [],
    "source": [
-    "{'a': 'b'}.get?"
+   "{'a': 'b'}.get?"
    ]
   },
   {