updated book

doc/LectureNotes/_build/html/chapter5.html

@@ -55,7 +55,7 @@
     <link rel="index" title="Index" href="genindex.html" />
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     <link rel="next" title="9. Decision trees, overarching aims" href="chapter6.html" />
-    <link rel="prev" title="6. Logistic Regression" href="chapter4.html" />
+    <link rel="prev" title="7. Optimization, the central part of any Machine Learning algortithm" href="chapteroptimization.html" />
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    6. Logistic Regression
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="chapteroptimization.html">
+   7. Optimization, the central part of any Machine Learning algortithm
+  </a>
+ </li>
  <li class="toctree-l1 current active">
   <a class="current reference internal" href="#">
    8. Support Vector Machines, overarching aims
@@ -213,6 +218,11 @@
    14. Building a Feed Forward Neural Network
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="chapter11.html">
+   15. Solving Differential Equations  with Deep Learning
+  </a>
+ </li>
 </ul>
 
     </div>
@@ -1366,7 +1376,7 @@ With  the slack constants this leads to the additional constraint <span class="m
         
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-    <a class='left-prev' id="prev-link" href="chapter4.html" title="previous page"><span class="section-number">6. </span>Logistic Regression</a>
+    <a class='left-prev' id="prev-link" href="chapteroptimization.html" title="previous page"><span class="section-number">7. </span>Optimization, the central part of any Machine Learning algortithm</a>
     <a class='right-next' id="next-link" href="chapter6.html" title="next page"><span class="section-number">9. </span>Decision trees, overarching aims</a>
 
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