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diff --git a/404.html b/404.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Benjamin Stocker, Koen Hufkens, Pepa Arán, and Pascal Schneider" />
 
 
-<meta name="date" content="2023-07-25" />
+<meta name="date" content="2023-08-22" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -395,6 +395,11 @@
 <li class="chapter" data-level="" data-path="randomforest.html"><a href="randomforest.html#model-performance"><i class="fa fa-check"></i>Model performance</a></li>
 </ul></li>
 </ul></li>
+<li class="chapter" data-level="12" data-path="interpretableml.html"><a href="interpretableml.html"><i class="fa fa-check"></i><b>12</b> Interpretable Machine Learning</a>
+<ul>
+<li class="chapter" data-level="12.1" data-path="interpretableml.html"><a href="interpretableml.html#partial-dependence-plots"><i class="fa fa-check"></i><b>12.1</b> Partial dependence plots</a></li>
+<li class="chapter" data-level="12.2" data-path="interpretableml.html"><a href="interpretableml.html#variable-importance-from-permutation"><i class="fa fa-check"></i><b>12.2</b> Variable importance from permutation</a></li>
+</ul></li>
 <li class="appendix"><span><b>Appendix</b></span></li>
 <li class="chapter" data-level="A" data-path="solutions.html"><a href="solutions.html"><i class="fa fa-check"></i><b>A</b> Solutions</a>
 <ul>

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diff --git a/codemgmt.html b/codemgmt.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Benjamin Stocker, Koen Hufkens, Pepa Arán, and Pascal Schneider" />
 
 
-<meta name="date" content="2023-07-25" />
+<meta name="date" content="2023-08-22" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -395,6 +395,11 @@
 <li class="chapter" data-level="" data-path="randomforest.html"><a href="randomforest.html#model-performance"><i class="fa fa-check"></i>Model performance</a></li>
 </ul></li>
 </ul></li>
+<li class="chapter" data-level="12" data-path="interpretableml.html"><a href="interpretableml.html"><i class="fa fa-check"></i><b>12</b> Interpretable Machine Learning</a>
+<ul>
+<li class="chapter" data-level="12.1" data-path="interpretableml.html"><a href="interpretableml.html#partial-dependence-plots"><i class="fa fa-check"></i><b>12.1</b> Partial dependence plots</a></li>
+<li class="chapter" data-level="12.2" data-path="interpretableml.html"><a href="interpretableml.html#variable-importance-from-permutation"><i class="fa fa-check"></i><b>12.2</b> Variable importance from permutation</a></li>
+</ul></li>
 <li class="appendix"><span><b>Appendix</b></span></li>
 <li class="chapter" data-level="A" data-path="solutions.html"><a href="solutions.html"><i class="fa fa-check"></i><b>A</b> Solutions</a>
 <ul>

diff --git a/datavariety.html b/datavariety.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Benjamin Stocker, Koen Hufkens, Pepa Arán, and Pascal Schneider" />
 
 
-<meta name="date" content="2023-07-25" />
+<meta name="date" content="2023-08-22" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -395,6 +395,11 @@
 <li class="chapter" data-level="" data-path="randomforest.html"><a href="randomforest.html#model-performance"><i class="fa fa-check"></i>Model performance</a></li>
 </ul></li>
 </ul></li>
+<li class="chapter" data-level="12" data-path="interpretableml.html"><a href="interpretableml.html"><i class="fa fa-check"></i><b>12</b> Interpretable Machine Learning</a>
+<ul>
+<li class="chapter" data-level="12.1" data-path="interpretableml.html"><a href="interpretableml.html#partial-dependence-plots"><i class="fa fa-check"></i><b>12.1</b> Partial dependence plots</a></li>
+<li class="chapter" data-level="12.2" data-path="interpretableml.html"><a href="interpretableml.html#variable-importance-from-permutation"><i class="fa fa-check"></i><b>12.2</b> Variable importance from permutation</a></li>
+</ul></li>
 <li class="appendix"><span><b>Appendix</b></span></li>
 <li class="chapter" data-level="A" data-path="solutions.html"><a href="solutions.html"><i class="fa fa-check"></i><b>A</b> Solutions</a>
 <ul>

diff --git a/datavis.html b/datavis.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Benjamin Stocker, Koen Hufkens, Pepa Arán, and Pascal Schneider" />
 
 
-<meta name="date" content="2023-07-25" />
+<meta name="date" content="2023-08-22" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -395,6 +395,11 @@
 <li class="chapter" data-level="" data-path="randomforest.html"><a href="randomforest.html#model-performance"><i class="fa fa-check"></i>Model performance</a></li>
 </ul></li>
 </ul></li>
+<li class="chapter" data-level="12" data-path="interpretableml.html"><a href="interpretableml.html"><i class="fa fa-check"></i><b>12</b> Interpretable Machine Learning</a>
+<ul>
+<li class="chapter" data-level="12.1" data-path="interpretableml.html"><a href="interpretableml.html#partial-dependence-plots"><i class="fa fa-check"></i><b>12.1</b> Partial dependence plots</a></li>
+<li class="chapter" data-level="12.2" data-path="interpretableml.html"><a href="interpretableml.html#variable-importance-from-permutation"><i class="fa fa-check"></i><b>12.2</b> Variable importance from permutation</a></li>
+</ul></li>
 <li class="appendix"><span><b>Appendix</b></span></li>
 <li class="chapter" data-level="A" data-path="solutions.html"><a href="solutions.html"><i class="fa fa-check"></i><b>A</b> Solutions</a>
 <ul>