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DS-100 · Nov 10, 2023 · dbf8a0c · dbf8a0c
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diff --git a/_quarto.yml b/_quarto.yml
@@ -39,7 +39,7 @@ book:
         - sql_I/sql_I.qmd
         - sql_II/sql_II.qmd
         - logistic_regression_1/logistic_reg_1.qmd
-        # - logistic_regression_2/logistic_reg_2.qmd
+        - logistic_regression_2/logistic_reg_2.qmd
         # - pca_1/pca_1.qmd
         # - pca_2/pca_2.qmd
         # - clustering/clustering.qmd

diff --git a/docs/case_study_HCE/case_study_HCE.html b/docs/case_study_HCE/case_study_HCE.html
@@ -278,6 +278,12 @@
   <a href="../logistic_regression_1/logistic_reg_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">22</span>&nbsp; <span class="chapter-title">Logistic Regression I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../logistic_regression_2/logistic_reg_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">23</span>&nbsp; <span class="chapter-title">Logistic Regression II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/constant_model_loss_transformations/loss_transformations.html b/docs/constant_model_loss_transformations/loss_transformations.html
@@ -280,6 +280,12 @@
   <a href="../logistic_regression_1/logistic_reg_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">22</span>&nbsp; <span class="chapter-title">Logistic Regression I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../logistic_regression_2/logistic_reg_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">23</span>&nbsp; <span class="chapter-title">Logistic Regression II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/cv_regularization/cv_reg.html b/docs/cv_regularization/cv_reg.html
@@ -283,6 +283,12 @@
   <a href="../logistic_regression_1/logistic_reg_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">22</span>&nbsp; <span class="chapter-title">Logistic Regression I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../logistic_regression_2/logistic_reg_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">23</span>&nbsp; <span class="chapter-title">Logistic Regression II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/eda/eda.html b/docs/eda/eda.html
@@ -283,6 +283,12 @@
   <a href="../logistic_regression_1/logistic_reg_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">22</span>&nbsp; <span class="chapter-title">Logistic Regression I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../logistic_regression_2/logistic_reg_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">23</span>&nbsp; <span class="chapter-title">Logistic Regression II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/feature_engineering/feature_engineering.html b/docs/feature_engineering/feature_engineering.html
@@ -283,6 +283,12 @@
   <a href="../logistic_regression_1/logistic_reg_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">22</span>&nbsp; <span class="chapter-title">Logistic Regression I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../logistic_regression_2/logistic_reg_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">23</span>&nbsp; <span class="chapter-title">Logistic Regression II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/gradient_descent/gradient_descent.html b/docs/gradient_descent/gradient_descent.html
@@ -299,6 +299,12 @@
   <a href="../logistic_regression_1/logistic_reg_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">22</span>&nbsp; <span class="chapter-title">Logistic Regression I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../logistic_regression_2/logistic_reg_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">23</span>&nbsp; <span class="chapter-title">Logistic Regression II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/index.html b/docs/index.html
@@ -251,6 +251,12 @@
   <a href="./logistic_regression_1/logistic_reg_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">22</span>&nbsp; <span class="chapter-title">Logistic Regression I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./logistic_regression_2/logistic_reg_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">23</span>&nbsp; <span class="chapter-title">Logistic Regression II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/inference_causality/inference_causality.html b/docs/inference_causality/inference_causality.html
@@ -283,6 +283,12 @@
   <a href="../logistic_regression_1/logistic_reg_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">22</span>&nbsp; <span class="chapter-title">Logistic Regression I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../logistic_regression_2/logistic_reg_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">23</span>&nbsp; <span class="chapter-title">Logistic Regression II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/intro_lec/introduction.html b/docs/intro_lec/introduction.html
@@ -244,6 +244,12 @@
   <a href="../logistic_regression_1/logistic_reg_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">22</span>&nbsp; <span class="chapter-title">Logistic Regression I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../logistic_regression_2/logistic_reg_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">23</span>&nbsp; <span class="chapter-title">Logistic Regression II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/intro_to_modeling/intro_to_modeling.html b/docs/intro_to_modeling/intro_to_modeling.html
@@ -280,6 +280,12 @@
   <a href="../logistic_regression_1/logistic_reg_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">22</span>&nbsp; <span class="chapter-title">Logistic Regression I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../logistic_regression_2/logistic_reg_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">23</span>&nbsp; <span class="chapter-title">Logistic Regression II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/logistic_regression_1/logistic_reg_1.html b/docs/logistic_regression_1/logistic_reg_1.html
@@ -64,6 +64,7 @@
 <script src="../site_libs/quarto-search/fuse.min.js"></script>
 <script src="../site_libs/quarto-search/quarto-search.js"></script>
 <meta name="quarto:offset" content="../">
+<link href="../logistic_regression_2/logistic_reg_2.html" rel="next">
 <link href="../sql_II/sql_II.html" rel="prev">
 <link href="../data100_logo.png" rel="icon" type="image/png">
 <script src="../site_libs/quarto-html/quarto.js"></script>
@@ -282,6 +283,12 @@
   <a href="../logistic_regression_1/logistic_reg_1.html" class="sidebar-item-text sidebar-link active">
  <span class="menu-text"><span class="chapter-number">22</span>&nbsp; <span class="chapter-title">Logistic Regression I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../logistic_regression_2/logistic_reg_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">23</span>&nbsp; <span class="chapter-title">Logistic Regression II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>
@@ -1197,6 +1204,9 @@ <h3 data-number="22.4.2" class="anchored" data-anchor-id="likelihood-of-data"><s
       </a>          
   </div>
   <div class="nav-page nav-page-next">
+      <a href="../logistic_regression_2/logistic_reg_2.html" class="pagination-link">
+        <span class="nav-page-text"><span class="chapter-number">23</span>&nbsp; <span class="chapter-title">Logistic Regression II</span></span> <i class="bi bi-arrow-right-short"></i>
+      </a>
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 </nav>
 </div> <!-- /content -->

diff --git a/docs/logistic_regression_2/images/confusion_matrix.png b/docs/logistic_regression_2/images/confusion_matrix.png
diff --git a/docs/logistic_regression_2/images/confusion_matrix_sklearn.png b/docs/logistic_regression_2/images/confusion_matrix_sklearn.png
diff --git a/docs/logistic_regression_2/images/decision_boundary.png b/docs/logistic_regression_2/images/decision_boundary.png
diff --git a/docs/logistic_regression_2/images/decision_boundary_true.png b/docs/logistic_regression_2/images/decision_boundary_true.png
diff --git a/docs/logistic_regression_2/images/linear_separability_1D.png b/docs/logistic_regression_2/images/linear_separability_1D.png
diff --git a/docs/logistic_regression_2/images/linear_separability_2D.png b/docs/logistic_regression_2/images/linear_separability_2D.png
diff --git a/docs/logistic_regression_2/images/log_reg_summary.png b/docs/logistic_regression_2/images/log_reg_summary.png
diff --git a/docs/logistic_regression_2/images/pr_curve_perfect.png b/docs/logistic_regression_2/images/pr_curve_perfect.png
diff --git a/docs/logistic_regression_2/images/pr_curve_thresholds.png b/docs/logistic_regression_2/images/pr_curve_thresholds.png
diff --git a/docs/logistic_regression_2/images/precision-recall-thresh.png b/docs/logistic_regression_2/images/precision-recall-thresh.png
diff --git a/docs/logistic_regression_2/images/precision_recall_graphic.png b/docs/logistic_regression_2/images/precision_recall_graphic.png
diff --git a/docs/logistic_regression_2/images/reg_loss.png b/docs/logistic_regression_2/images/reg_loss.png
diff --git a/docs/logistic_regression_2/images/roc_curve.png b/docs/logistic_regression_2/images/roc_curve.png
diff --git a/docs/logistic_regression_2/images/roc_curve_perfect.png b/docs/logistic_regression_2/images/roc_curve_perfect.png
diff --git a/docs/logistic_regression_2/images/roc_curve_worst_predictor.png b/docs/logistic_regression_2/images/roc_curve_worst_predictor.png
diff --git a/docs/logistic_regression_2/images/toy_2_point.png b/docs/logistic_regression_2/images/toy_2_point.png
diff --git a/docs/logistic_regression_2/images/toy_3_point.png b/docs/logistic_regression_2/images/toy_3_point.png
diff --git a/docs/logistic_regression_2/images/tpr_fpr.png b/docs/logistic_regression_2/images/tpr_fpr.png
diff --git a/docs/logistic_regression_2/images/unreg_loss.png b/docs/logistic_regression_2/images/unreg_loss.png
diff --git a/docs/logistic_regression_2/images/varying_threshold.png b/docs/logistic_regression_2/images/varying_threshold.png