adding files

doc/LectureNotes/_build/html/genindex.html

@@ -289,6 +289,11 @@ const thebe_selector_output = ".output, .cell_output"
    Exercises week 38
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="week38.html">
+   Data Analysis and Machine Learning: Logistic Regression and Optimization
+  </a>
+ </li>
 </ul>
 <p aria-level="2" class="caption" role="heading">
  <span class="caption-text">

doc/LectureNotes/_build/html/intro.html

@@ -290,6 +290,11 @@ const thebe_selector_output = ".output, .cell_output"
    Exercises week 38
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="week38.html">
+   Data Analysis and Machine Learning: Logistic Regression and Optimization
+  </a>
+ </li>
 </ul>
 <p aria-level="2" class="caption" role="heading">
  <span class="caption-text">

doc/LectureNotes/_build/html/search.html

@@ -295,6 +295,11 @@ const thebe_selector_output = ".output, .cell_output"
    Exercises week 38
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="week38.html">
+   Data Analysis and Machine Learning: Logistic Regression and Optimization
+  </a>
+ </li>
 </ul>
 <p aria-level="2" class="caption" role="heading">
  <span class="caption-text">

doc/LectureNotes/_build/html/week38.html

@@ -55,6 +55,8 @@ const thebe_selector_output = ".output, .cell_output"
     <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
+    <link rel="next" title="Project 1 on Machine Learning, deadline October 9 (midnight), 2023" href="project1.html" />
+    <link rel="prev" title="Exercises week 38" href="exercisesweek38.html" />
     <meta name="viewport" content="width=device-width, initial-scale=1" />
     <meta name="docsearch:language" content="None">
     
@@ -245,7 +247,7 @@ const thebe_selector_output = ".output, .cell_output"
   Weekly material, notes and exercises
  </span>
 </p>
-<ul class="nav bd-sidenav">
+<ul class="current nav bd-sidenav">
  <li class="toctree-l1">
   <a class="reference internal" href="exercisesweek34.html">
    Exercises week 34
@@ -286,6 +288,16 @@ const thebe_selector_output = ".output, .cell_output"
    Week 37: Statitsitcal interpretations and Resampling Methods
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="exercisesweek38.html">
+   Exercises week 38
+  </a>
+ </li>
+ <li class="toctree-l1 current active">
+  <a class="current reference internal" href="#">
+   Data Analysis and Machine Learning: Logistic Regression and Optimization
+  </a>
+ </li>
 </ul>
 <p aria-level="2" class="caption" role="heading">
  <span class="caption-text">
@@ -1982,7 +1994,7 @@ 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 0x11e02eaf0&gt;})
+                   param_distributions={&#39;alpha&#39;: &lt;scipy.stats._distn_infrastructure.rv_frozen object at 0x130057e80&gt;})
 Best estimated lambda-value: 0.9849967686928113
 MSE score: 1.0853136633465326
 R2 score: -0.0002382102844775691
@@ -2880,7 +2892,21 @@ minimum of this function.</p>
               
             
                 <!-- Previous / next buttons -->
-<div class='prev-next-area'>
+<div class='prev-next-area'> 
+    <a class='left-prev' id="prev-link" href="exercisesweek38.html" title="previous page">
+        <i class="fas fa-angle-left"></i>
+        <div class="prev-next-info">
+            <p class="prev-next-subtitle">previous</p>
+            <p class="prev-next-title">Exercises week 38</p>
+        </div>
+    </a>
+    <a class='right-next' id="next-link" href="project1.html" title="next page">
+    <div class="prev-next-info">
+        <p class="prev-next-subtitle">next</p>
+        <p class="prev-next-title">Project 1 on Machine Learning, deadline October 9 (midnight), 2023</p>
+    </div>
+    <i class="fas fa-angle-right"></i>
+    </a>
 </div>
             
         </div>

doc/LectureNotes/_build/jupyter_execute/week38.ipynb

@@ -1679,7 +1679,7 @@
      "output_type": "stream",
      "text": [
       "RandomizedSearchCV(estimator=Ridge(), n_iter=100,\n",
-      "                   param_distributions={'alpha': <scipy.stats._distn_infrastructure.rv_frozen object at 0x11e02eaf0>})\n",
+      "                   param_distributions={'alpha': <scipy.stats._distn_infrastructure.rv_frozen object at 0x130057e80>})\n",
       "Best estimated lambda-value: 0.9849967686928113\n",
       "MSE score: 1.0853136633465326\n",
       "R2 score: -0.0002382102844775691\n"