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CompPhysics · Oct 29, 2023 · 01524a3 · 01524a3
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diff --git a/doc/pub/day3/html/day3-bs.html b/doc/pub/day3/html/day3-bs.html
@@ -438,7 +438,7 @@ <h1>Data Analysis and Machine Learning: Ridge and Lasso Regression and Resamplin
 </center>
 <br>
 <center>
-<h4>October 16 and 23, 2023</h4>
+<h4>October 16, 23 and 30, 2023</h4>
 </center> <!-- date -->
 <br>
 
@@ -452,8 +452,8 @@ <h2 id="plans-for-sessions-4-6" class="anchor">Plans for Sessions 4-6 </h2>
 <li> More on Ridge and Lasso Regression</li>
 <li> Statistics, probability theory and resampling methods</li>
 <ul>
-  <li> <a href="https://youtu.be/iqRKUPJr_bY" target="_self">Video of Lecture October 16 to be added</a></li>
-  <li> <a href="https://youtu.be/" target="_self">Video of Lecture October 23 to be added</a></li>
+  <li> <a href="https://youtu.be/iqRKUPJr_bY" target="_self">Video of Lecture October 16</a></li>
+  <li> <a href="https://youtu.be/3DyqMQaMgvQ" target="_self">Video of Lecture October 23</a></li>
 </ul>
 </ul>
 <!-- !split -->

diff --git a/doc/pub/day3/html/day3-reveal.html b/doc/pub/day3/html/day3-reveal.html
@@ -184,7 +184,7 @@ <h1 style="text-align: center;">Data Analysis and Machine Learning: Ridge and La
 </center>
 <br>
 <center>
-<h4>October 16 and 23, 2023</h4>
+<h4>October 16, 23 and 30, 2023</h4>
 </center> <!-- date -->
 <br>
 
@@ -202,9 +202,9 @@ <h2 id="plans-for-sessions-4-6">Plans for Sessions 4-6 </h2>
 <p><li> Statistics, probability theory and resampling methods</li>
 <ul>
 
-<p><li> <a href="https://youtu.be/iqRKUPJr_bY" target="_blank">Video of Lecture October 16 to be added</a></li>
+<p><li> <a href="https://youtu.be/iqRKUPJr_bY" target="_blank">Video of Lecture October 16</a></li>
 
-<p><li> <a href="https://youtu.be/" target="_blank">Video of Lecture October 23 to be added</a></li>
+<p><li> <a href="https://youtu.be/3DyqMQaMgvQ" target="_blank">Video of Lecture October 23</a></li>
 </ul>
 <p>
 </ul>

diff --git a/doc/pub/day3/html/day3-solarized.html b/doc/pub/day3/html/day3-solarized.html
@@ -350,7 +350,7 @@ <h1>Data Analysis and Machine Learning: Ridge and Lasso Regression and Resamplin
 </center>
 <br>
 <center>
-<h4>October 16 and 23, 2023</h4>
+<h4>October 16, 23 and 30, 2023</h4>
 </center> <!-- date -->
 <br>
 
@@ -361,8 +361,8 @@ <h2 id="plans-for-sessions-4-6">Plans for Sessions 4-6 </h2>
 <li> More on Ridge and Lasso Regression</li>
 <li> Statistics, probability theory and resampling methods</li>
 <ul>
-  <li> <a href="https://youtu.be/iqRKUPJr_bY" target="_blank">Video of Lecture October 16 to be added</a></li>
-  <li> <a href="https://youtu.be/" target="_blank">Video of Lecture October 23 to be added</a></li>
+  <li> <a href="https://youtu.be/iqRKUPJr_bY" target="_blank">Video of Lecture October 16</a></li>
+  <li> <a href="https://youtu.be/3DyqMQaMgvQ" target="_blank">Video of Lecture October 23</a></li>
 </ul>
 </ul>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>

diff --git a/doc/pub/day3/html/day3.html b/doc/pub/day3/html/day3.html
@@ -427,7 +427,7 @@ <h1>Data Analysis and Machine Learning: Ridge and Lasso Regression and Resamplin
 </center>
 <br>
 <center>
-<h4>October 16 and 23, 2023</h4>
+<h4>October 16, 23 and 30, 2023</h4>
 </center> <!-- date -->
 <br>
 
@@ -438,8 +438,8 @@ <h2 id="plans-for-sessions-4-6">Plans for Sessions 4-6 </h2>
 <li> More on Ridge and Lasso Regression</li>
 <li> Statistics, probability theory and resampling methods</li>
 <ul>
-  <li> <a href="https://youtu.be/iqRKUPJr_bY" target="_blank">Video of Lecture October 16 to be added</a></li>
-  <li> <a href="https://youtu.be/" target="_blank">Video of Lecture October 23 to be added</a></li>
+  <li> <a href="https://youtu.be/iqRKUPJr_bY" target="_blank">Video of Lecture October 16</a></li>
+  <li> <a href="https://youtu.be/3DyqMQaMgvQ" target="_blank">Video of Lecture October 23</a></li>
 </ul>
 </ul>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>