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diff --git a/WS1/module_1/2_statements.html b/WS1/module_1/2_statements.html
@@ -813,7 +813,7 @@ <h2>3. Lists and generators<a class="headerlink" href="#lists-and-generators" ti
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;generator object &lt;genexpr&gt; at 0x0000018ABCA73140&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;generator object &lt;genexpr&gt; at 0x000001CAE6EE33E0&gt;
 </pre></div>
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@@ -946,7 +946,9 @@ <h4>for loop<a class="headerlink" href="#for-loop" title="Link to this heading">
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>bubble column
-fluid bed
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>fluid bed
 crystalization
 ion exchange
 solid-liquid extraction
@@ -979,10 +981,7 @@ <h4>while loop<a class="headerlink" href="#while-loop" title="Link to this headi
 </div>
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 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Experiments to perform: 
-</pre></div>
-</div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> [&#39;Bubble column&#39;, &#39;Fluid bed&#39;, &#39;Crystalization&#39;, &#39;Ion exchange&#39;, &#39;Solid-liquid extraction&#39;]
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Experiments to perform:  [&#39;Bubble column&#39;, &#39;Fluid bed&#39;, &#39;Crystalization&#39;, &#39;Ion exchange&#39;, &#39;Solid-liquid extraction&#39;]
 Experiments to perform:  [&#39;Bubble column&#39;, &#39;Fluid bed&#39;, &#39;Crystalization&#39;, &#39;Ion exchange&#39;]
 Experiments to perform:  [&#39;Bubble column&#39;, &#39;Fluid bed&#39;, &#39;Crystalization&#39;]
 Only 2 experiments left:  [&#39;Bubble column&#39;, &#39;Fluid bed&#39;]

diff --git a/WS1/module_1/3_control_flow.html b/WS1/module_1/3_control_flow.html
@@ -674,15 +674,15 @@ <h2>Repetition<a class="headerlink" href="#repetition" title="Link to this headi
 </div>
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 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Row [0.60350024 0.68351939 0.36690524]
-Element 0.6035002432325545
-Element 0.6835193895418288
-Element 0.3669052446170007
-
-Row [0.94784367 0.65507302 0.35171263]
-Element 0.9478436720918891
-Element 0.6550730171977208
-Element 0.35171262777790113
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Row [0.00881336 0.60460902 0.42609128]
+Element 0.00881335551935869
+Element 0.6046090204644909
+Element 0.42609127820816095
+
+Row [0.8919357  0.83208568 0.74294669]
+Element 0.8919357029555318
+Element 0.8320856773069047
+Element 0.7429466851439546
 </pre></div>
 </div>
 </div>

diff --git a/WS2/module_2/2_pytorch_tutorial.html b/WS2/module_2/2_pytorch_tutorial.html
@@ -772,25 +772,24 @@ <h2>7. Model Training<a class="headerlink" href="#model-training" title="Link to
 </div>
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-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 0: Train Loss = 48.7267, Val Loss = 45.3895
-Epoch 10: Train Loss = 0.2846, Val Loss = 0.1482
-Epoch 20: Train Loss = 0.0872, Val Loss = 0.1037
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 0: Train Loss = 49.2134, Val Loss = 36.0480
+Epoch 10: Train Loss = 0.1916, Val Loss = 0.2312
+Epoch 20: Train Loss = 0.0982, Val Loss = 0.0940
 </pre></div>
 </div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 30: Train Loss = 0.0676, Val Loss = 0.0645
-Epoch 40: Train Loss = 0.0530, Val Loss = 0.0498
-Epoch 50: Train Loss = 0.0488, Val Loss = 0.0478
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 30: Train Loss = 0.0744, Val Loss = 0.0708
+Epoch 40: Train Loss = 0.0636, Val Loss = 0.0545
+Epoch 50: Train Loss = 0.0543, Val Loss = 0.0446
 </pre></div>
 </div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 60: Train Loss = 0.0423, Val Loss = 0.0437
-Epoch 70: Train Loss = 0.0420, Val Loss = 0.0418
-Epoch 80: Train Loss = 0.0384, Val Loss = 0.0397
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 60: Train Loss = 0.0500, Val Loss = 0.0375
+Epoch 70: Train Loss = 0.0422, Val Loss = 0.0326
+Epoch 80: Train Loss = 0.0436, Val Loss = 0.0305
 </pre></div>
 </div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 90: Train Loss = 0.0428, Val Loss = 0.0392
-Early stopping triggered at epoch 94
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Epoch 90: Train Loss = 0.0422, Val Loss = 0.0282
 
-Test Loss: 0.0354
+Test Loss: 0.0554
 </pre></div>
 </div>
 </div>
@@ -846,7 +845,7 @@ <h2>9. Visualization<a class="headerlink" href="#visualization" title="Link to t
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/243ad88cb94fc7d0533cf77f0f420d371812b30388ad52e235868da5d5bd03de.png" src="../../_images/243ad88cb94fc7d0533cf77f0f420d371812b30388ad52e235868da5d5bd03de.png" />
+<img alt="../../_images/a2b73b8caf721a21522556b1085cddaef1ad72b9e6bdb0320f87535322785a6a.png" src="../../_images/a2b73b8caf721a21522556b1085cddaef1ad72b9e6bdb0320f87535322785a6a.png" />
 </div>
 </div>
 </section>

diff --git a/WS2/module_2/3_dd_regression.html b/WS2/module_2/3_dd_regression.html
@@ -62,7 +62,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'WS2/module_2/3_dd_regression';</script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
-    <link rel="next" title="Hybrid Modelling" href="../module_3/0_intro_module_3.html" />
+    <link rel="next" title="Hybrid Modeling in Process Engineering: A Comprehensive Guide" href="../module_3/0_intro_module_3.html" />
     <link rel="prev" title="PyTorch Regression Tutorial" href="2_pytorch_tutorial.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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@@ -785,7 +785,7 @@ <h2>Process Optimization<a class="headerlink" href="#process-optimization" title
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Hybrid Modelling</p>
+        <p class="prev-next-title">Hybrid Modeling in Process Engineering: A Comprehensive Guide</p>
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