update

doc/LectureNotes/_build/html/chapter1.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapter10.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
 <li class="toctree-l1"><a class="reference internal" href="week35.html">Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression</a></li>
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapter11.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapter12.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
 <li class="toctree-l1"><a class="reference internal" href="week35.html">Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression</a></li>
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapter13.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapter2.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapter3.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
 <li class="toctree-l1"><a class="reference internal" href="week35.html">Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression</a></li>
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapter4.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
 <li class="toctree-l1"><a class="reference internal" href="week35.html">Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression</a></li>
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapter5.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
 <li class="toctree-l1"><a class="reference internal" href="week35.html">Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression</a></li>
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapter6.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
 <li class="toctree-l1"><a class="reference internal" href="week35.html">Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression</a></li>
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapter7.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapter8.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapter9.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/chapteroptimization.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/clustering.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/exercisesweek34.html

@@ -226,6 +226,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/exercisesweek35.html

@@ -228,6 +228,7 @@
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 <li class="toctree-l1"><a class="reference internal" href="week35.html">Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression</a></li>
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
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doc/LectureNotes/_build/html/exercisesweek36.html

@@ -62,6 +62,7 @@
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     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
+    <link rel="next" title="Week 36: Linear Regression and Gradient descent" href="week36.html" />
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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 <li class="toctree-l1"><a class="reference internal" href="week35.html">Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression</a></li>
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>
@@ -608,6 +610,15 @@ defining a new cost function to be optimized, that is</p>
         <p class="prev-next-title">Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression</p>
       </div>
     </a>
+    <a class="right-next"
+       href="week36.html"
+       title="next page">
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">next</p>
+        <p class="prev-next-title">Week 36: Linear Regression and Gradient descent</p>
+      </div>
+      <i class="fa-solid fa-angle-right"></i>
+    </a>
 </div>
                 </footer>
               

doc/LectureNotes/_build/html/genindex.html

@@ -225,6 +225,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
 <li class="toctree-l1"><a class="reference internal" href="week35.html">Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression</a></li>
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/intro.html

@@ -229,6 +229,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/linalg.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
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doc/LectureNotes/_build/html/schedule.html

@@ -226,6 +226,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/search.html

@@ -227,6 +227,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
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doc/LectureNotes/_build/html/statistics.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
 <li class="toctree-l1"><a class="reference internal" href="week35.html">Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression</a></li>
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/teachers.html

@@ -226,6 +226,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
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doc/LectureNotes/_build/html/textbooks.html

@@ -226,6 +226,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
     </div>

doc/LectureNotes/_build/html/week34.html

@@ -228,6 +228,7 @@
 <li class="toctree-l1"><a class="reference internal" href="exercisesweek35.html">Exercises week 35</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="exercisesweek36.html">Exercises week 36</a></li>
+<li class="toctree-l1"><a class="reference internal" href="week36.html">Week 36: Linear Regression and Gradient descent</a></li>
 </ul>
 
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doc/LectureNotes/_toc.yml

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+    - file: exercisesweek36.ipynb
+    - file: week36.ipynb