update

doc/LectureNotes/_build/html/chapter6.html

@@ -298,6 +298,16 @@ const thebe_selector_output = ".output, .cell_output"
    Week 38: Logistic Regression and Optimization
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="exercisesweek39.html">
+   Exercises week 39
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="week39.html">
+   Week 39: Optimization and  Gradient Methods
+  </a>
+ </li>
 </ul>
 <p aria-level="2" class="caption" role="heading">
  <span class="caption-text">
@@ -757,9 +767,9 @@ predicting the target features of query instances is as follows:</p>
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2nd degree coefficients:
-zero power:  -1.4725246793626128
-first power:  -0.08935132374099551
-second power:  0.00034688149480437765
+zero power:  -1.5105332296929628
+first power:  0.08398399377155011
+second power:  -0.0003701342170783489
 </pre></div>
 </div>
 <img alt="_images/chapter6_1_1.png" src="_images/chapter6_1_1.png" />
@@ -1626,9 +1636,7 @@ Test set accuracy with Logistic Regression: 0.94
 </pre></div>
 </div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Test set accuracy with SVM: 0.63
-</pre></div>
-</div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Test set accuracy with Decision Trees: 0.90
+Test set accuracy with Decision Trees: 0.90
 Test set accuracy Logistic Regression with scaled data: 0.96
 Test set accuracy SVM with scaled data: 0.96
 Test set accuracy with Decision Trees and scaled data: 0.89