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doc/LectureNotes/_build/html/chapter5.html

@@ -242,6 +242,33 @@ const thebe_selector_output = ".output, .cell_output"
   </a>
  </li>
 </ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Weekly material, notes and exercises
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="exercisesweek34.html">
+   Exercises week 34
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="week34.html">
+   Week 34: Introduction to the course, Logistics and Practicalities
+  </a>
+ </li>
+ <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>
+</ul>
 
     </div>
 </nav> <!-- To handle the deprecated key -->
@@ -1345,17 +1372,6 @@ converge. So, welcome to the promised land of quadratic programming.</p>
 </pre></div>
 </div>
 </div>
-<div class="cell_output docutils container">
-<div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
-<span class="ne">ModuleNotFoundError</span><span class="g g-Whitespace">                       </span>Traceback (most recent call last)
-<span class="nn">Input In [4],</span> in <span class="ni">&lt;cell line: 2&gt;</span><span class="nt">()</span>
-<span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="kn">import</span> <span class="nn">numpy</span>
-<span class="ne">----&gt; </span><span class="mi">2</span> <span class="kn">import</span> <span class="nn">cvxopt</span>
-
-<span class="ne">ModuleNotFoundError</span>: No module named &#39;cvxopt&#39;
-</pre></div>
-</div>
-</div>
 </div>
 <p>This will make our life much easier. You don’t need t write your own optimizer.</p>
 <p>We remind ourselves about the general problem we want to solve</p>
@@ -1419,6 +1435,14 @@ sol[’primal objective’]
 </pre></div>
 </div>
 </div>
+<div class="cell_output docutils container">
+<div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span>  Input In [5]
+    P = matrix(numpy.diag([1,0]), tc=’d’)
+                                     ^
+SyntaxError: invalid character &#39;’&#39; (U+2019)
+</pre></div>
+</div>
+</div>
 </div>
 <p>We are now ready to return to our setup of the optmization problem for a more realistic case. Introducing the <strong>slack</strong> parameter <span class="math notranslate nohighlight">\(C\)</span> we have</p>
 <div class="math notranslate nohighlight">