update

doc/LectureNotes/_build/html/week38.html

@@ -343,6 +343,16 @@ const thebe_selector_output = ".output, .cell_output"
    Week 43: Deep Learning: Constructing a Neural Network code and solving differential equations
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="week44.html">
+   Week 44,  Convolutional Neural Networks (CNN)
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="week45.html">
+   Week 45,  Recurrent Neural Networks
+  </a>
+ </li>
 </ul>
 <p aria-level="2" class="caption" role="heading">
  <span class="caption-text">
@@ -2044,7 +2054,7 @@ case under study.</p>
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>RandomizedSearchCV(estimator=Ridge(), n_iter=100,
-                   param_distributions={&#39;alpha&#39;: &lt;scipy.stats._distn_infrastructure.rv_frozen object at 0x1045a7eb0&gt;})
+                   param_distributions={&#39;alpha&#39;: &lt;scipy.stats._distn_infrastructure.rv_frozen object at 0x280a35220&gt;})
 Best estimated lambda-value: 0.9849967686928113
 MSE score: 1.0853136633465326
 R2 score: -0.0002382102844775691