diff --git a/doc/pub/week46/html/._week46-bs000.html b/doc/pub/week46/html/._week46-bs000.html
index dc7a4c9a6..7d6ec133d 100644
--- a/doc/pub/week46/html/._week46-bs000.html
+++ b/doc/pub/week46/html/._week46-bs000.html
@@ -337,7 +337,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Week 46, November 13-17</h4>
+<h4>Week 46, November 11-15</h4>
 </center> <!-- date -->
 <br>
 
@@ -376,7 +376,7 @@ MathJax.Hub.Config({
 </footer>
 -->
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </body>
 </html>
diff --git a/doc/pub/week46/html/._week46-bs001.html b/doc/pub/week46/html/._week46-bs001.html
index 546ad2c19..11ff2ba1b 100644
--- a/doc/pub/week46/html/._week46-bs001.html
+++ b/doc/pub/week46/html/._week46-bs001.html
@@ -325,12 +325,11 @@ MathJax.Hub.Config({
 <div class="panel-body">
 <!-- subsequent paragraphs come in larger fonts, so start with a paragraph -->
 <ul>
-  <li> Work and Discussion of project 2</li>
-  <li> Discussion of project 3 as well</li>
+  <li> Work and Discussion of project 3</li>
 </ul>
 </div>
 </div>
-  
+
 
 <div class="panel panel-default">
 <div class="panel-body">
@@ -339,9 +338,9 @@ MathJax.Hub.Config({
   <li> Thursday: Basics of decision trees, classification and regression algorithms and ensemble models</li> 
   <li> Readings and Videos:</li>
 <ul>
-    <li> These lecture notes</li>
-    <li> <a href="https://youtu.be/PMswUwhYa7k" target="_self">Video of lecture</a></li>
-    <li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf" target="_self">Whiteboard notes</a></li>    
+    <li> These lecture notes
+<!-- * <a href="https://youtu.be/PMswUwhYa7k" target="_self">Video of lecture</a> -->
+<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf" target="_self">Whiteboard notes</a> --></li>
     <li> <a href="https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn" target="_self">Video on Decision trees</a></li>
     <li> Decision Trees: Geron's chapter 6 covers decision trees while ensemble models, voting and bagging are discussed in chapter 7. See also lecture from <a href="https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf" target="_self">STK-IN4300, lecture 7</a>. Chapter 9.2 of Hastie et al contains also a good discussion.</li>
 </ul>
diff --git a/doc/pub/week46/html/week46-bs.html b/doc/pub/week46/html/week46-bs.html
index dc7a4c9a6..7d6ec133d 100644
--- a/doc/pub/week46/html/week46-bs.html
+++ b/doc/pub/week46/html/week46-bs.html
@@ -337,7 +337,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Week 46, November 13-17</h4>
+<h4>Week 46, November 11-15</h4>
 </center> <!-- date -->
 <br>
 
@@ -376,7 +376,7 @@ MathJax.Hub.Config({
 </footer>
 -->
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </body>
 </html>
diff --git a/doc/pub/week46/html/week46-reveal.html b/doc/pub/week46/html/week46-reveal.html
index 7468c6c57..9aeab11f1 100644
--- a/doc/pub/week46/html/week46-reveal.html
+++ b/doc/pub/week46/html/week46-reveal.html
@@ -184,13 +184,13 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Week 46, November 13-17</h4>
+<h4>Week 46, November 11-15</h4>
 </center> <!-- date -->
 <br>
 
 
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </section>
 
@@ -202,15 +202,13 @@ MathJax.Hub.Config({
 <p>
 <ul>
 
-<p><li> Work and Discussion of project 2</li>
-
-<p><li> Discussion of project 3 as well</li>
+<p><li> Work and Discussion of project 3</li>
 </ul>
 </div>
-  
+
 
 <div class="alert alert-block alert-block alert-text-normal">
-<b>Material for the lecture on Thursday November 16, 2023</b>
+<b>Material for the lecture on Monday November 11, 2024</b>
 <p>
 <ul>
 
@@ -219,11 +217,9 @@ MathJax.Hub.Config({
 <p><li> Readings and Videos:</li>
 <ul>
 
-<p><li> These lecture notes</li>
-
-<p><li> <a href="https://youtu.be/PMswUwhYa7k" target="_blank">Video of lecture</a></li>
-
-<p><li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf" target="_blank">Whiteboard notes</a></li>
+<p><li> These lecture notes
+<!-- * <a href="https://youtu.be/PMswUwhYa7k" target="_blank">Video of lecture</a> -->
+<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf" target="_blank">Whiteboard notes</a> --></li>
 
 <p><li> <a href="https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn" target="_blank">Video on Decision trees</a></li>
 
diff --git a/doc/pub/week46/html/week46-solarized.html b/doc/pub/week46/html/week46-solarized.html
index 8f84cfd6e..96c5accba 100644
--- a/doc/pub/week46/html/week46-solarized.html
+++ b/doc/pub/week46/html/week46-solarized.html
@@ -276,7 +276,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Week 46, November 13-17</h4>
+<h4>Week 46, November 11-15</h4>
 </center> <!-- date -->
 <br>
 
@@ -287,22 +287,21 @@ MathJax.Hub.Config({
 <b>Active learning sessions on Tuesday and Wednesday</b>
 <p>
 <ul>
-  <li> Work and Discussion of project 2</li>
-  <li> Discussion of project 3 as well</li>
+  <li> Work and Discussion of project 3</li>
 </ul>
 </div>
-  
+
 
 <div class="alert alert-block alert-block alert-text-normal">
-<b>Material for the lecture on Thursday November 16, 2023</b>
+<b>Material for the lecture on Monday November 11, 2024</b>
 <p>
 <ul>
   <li> Thursday: Basics of decision trees, classification and regression algorithms and ensemble models</li> 
   <li> Readings and Videos:</li>
 <ul>
-    <li> These lecture notes</li>
-    <li> <a href="https://youtu.be/PMswUwhYa7k" target="_blank">Video of lecture</a></li>
-    <li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf" target="_blank">Whiteboard notes</a></li>    
+    <li> These lecture notes
+<!-- * <a href="https://youtu.be/PMswUwhYa7k" target="_blank">Video of lecture</a> -->
+<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf" target="_blank">Whiteboard notes</a> --></li>
     <li> <a href="https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn" target="_blank">Video on Decision trees</a></li>
     <li> Decision Trees: Geron's chapter 6 covers decision trees while ensemble models, voting and bagging are discussed in chapter 7. See also lecture from <a href="https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf" target="_blank">STK-IN4300, lecture 7</a>. Chapter 9.2 of Hastie et al contains also a good discussion.</li>
 </ul>
@@ -2632,7 +2631,7 @@ plt.show()
 
 <!-- ------------------- end of main content --------------- -->
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </body>
 </html>
diff --git a/doc/pub/week46/html/week46.html b/doc/pub/week46/html/week46.html
index ce711275d..1a6fe4b1b 100644
--- a/doc/pub/week46/html/week46.html
+++ b/doc/pub/week46/html/week46.html
@@ -353,7 +353,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Week 46, November 13-17</h4>
+<h4>Week 46, November 11-15</h4>
 </center> <!-- date -->
 <br>
 
@@ -364,22 +364,21 @@ MathJax.Hub.Config({
 <b>Active learning sessions on Tuesday and Wednesday</b>
 <p>
 <ul>
-  <li> Work and Discussion of project 2</li>
-  <li> Discussion of project 3 as well</li>
+  <li> Work and Discussion of project 3</li>
 </ul>
 </div>
-  
+
 
 <div class="alert alert-block alert-block alert-text-normal">
-<b>Material for the lecture on Thursday November 16, 2023</b>
+<b>Material for the lecture on Monday November 11, 2024</b>
 <p>
 <ul>
   <li> Thursday: Basics of decision trees, classification and regression algorithms and ensemble models</li> 
   <li> Readings and Videos:</li>
 <ul>
-    <li> These lecture notes</li>
-    <li> <a href="https://youtu.be/PMswUwhYa7k" target="_blank">Video of lecture</a></li>
-    <li> <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf" target="_blank">Whiteboard notes</a></li>    
+    <li> These lecture notes
+<!-- * <a href="https://youtu.be/PMswUwhYa7k" target="_blank">Video of lecture</a> -->
+<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf" target="_blank">Whiteboard notes</a> --></li>
     <li> <a href="https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn" target="_blank">Video on Decision trees</a></li>
     <li> Decision Trees: Geron's chapter 6 covers decision trees while ensemble models, voting and bagging are discussed in chapter 7. See also lecture from <a href="https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf" target="_blank">STK-IN4300, lecture 7</a>. Chapter 9.2 of Hastie et al contains also a good discussion.</li>
 </ul>
@@ -2709,7 +2708,7 @@ plt<span style="color: #666666">.</span>show()
 
 <!-- ------------------- end of main content --------------- -->
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </body>
 </html>
diff --git a/doc/pub/week46/ipynb/ipynb-week46-src.tar.gz b/doc/pub/week46/ipynb/ipynb-week46-src.tar.gz
index 927093771..047a55532 100644
Binary files a/doc/pub/week46/ipynb/ipynb-week46-src.tar.gz and b/doc/pub/week46/ipynb/ipynb-week46-src.tar.gz differ
diff --git a/doc/pub/week46/ipynb/week46.ipynb b/doc/pub/week46/ipynb/week46.ipynb
index 87bc2f83d..f33583050 100644
--- a/doc/pub/week46/ipynb/week46.ipynb
+++ b/doc/pub/week46/ipynb/week46.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f9935da5",
+   "id": "67bdde82",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0b990b1c",
+   "id": "c0775dab",
    "metadata": {
     "editable": true
    },
@@ -22,12 +22,12 @@
     "# Week 46: Decision Trees, Ensemble methods  and Random Forests\n",
     "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n",
     "\n",
-    "Date: **Week 46, November 13-17**"
+    "Date: **Week 46, November 11-15**"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "71e9f143",
+   "id": "abf525c5",
    "metadata": {
     "editable": true
    },
@@ -36,23 +36,17 @@
     "\n",
     "**Active learning sessions on Tuesday and Wednesday.**\n",
     "\n",
-    "  * Work and Discussion of project 2\n",
+    "  * Work and Discussion of project 3\n",
     "\n",
-    "  * Discussion of project 3 as well\n",
-    "\n",
-    "  \n",
-    "\n",
-    "**Material for the lecture on Thursday November 16, 2023.**\n",
+    "**Material for the lecture on Monday November 11, 2024.**\n",
     "\n",
     "  * Thursday: Basics of decision trees, classification and regression algorithms and ensemble models \n",
     "\n",
     "  * Readings and Videos:\n",
     "\n",
     "    * These lecture notes\n",
-    "\n",
-    "    * [Video of lecture](https://youtu.be/PMswUwhYa7k)\n",
-    "\n",
-    "    * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf)    \n",
+    "<!-- * [Video of lecture](https://youtu.be/PMswUwhYa7k) -->\n",
+    "<!-- * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf) -->\n",
     "\n",
     "    * [Video on Decision trees](https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn)\n",
     "\n",
@@ -61,7 +55,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "00b82c38",
+   "id": "542fa9f5",
    "metadata": {
     "editable": true
    },
@@ -92,7 +86,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c733808f",
+   "id": "a8af6f7a",
    "metadata": {
     "editable": true
    },
@@ -112,7 +106,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b60a24e",
+   "id": "d539dc6f",
    "metadata": {
     "editable": true
    },
@@ -130,7 +124,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a8dc5f7",
+   "id": "fc2fb33b",
    "metadata": {
     "editable": true
    },
@@ -153,7 +147,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "188465ed",
+   "id": "2176d896",
    "metadata": {
     "editable": true
    },
@@ -176,7 +170,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7f927d1c",
+   "id": "f62e5e09",
    "metadata": {
     "editable": true
    },
@@ -187,7 +181,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "92377283",
+   "id": "e5135375",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -288,7 +282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9defc5e7",
+   "id": "5d04b485",
    "metadata": {
     "editable": true
    },
@@ -310,7 +304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97bfeb0f",
+   "id": "2c6bfe18",
    "metadata": {
     "editable": true
    },
@@ -322,7 +316,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "60e3b6f5",
+   "id": "9a163cbc",
    "metadata": {
     "editable": true
    },
@@ -333,7 +327,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a950a77",
+   "id": "08a5a42f",
    "metadata": {
     "editable": true
    },
@@ -355,7 +349,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b7aa91ac",
+   "id": "b5cdd8a3",
    "metadata": {
     "editable": true
    },
@@ -368,7 +362,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ecfe94f2",
+   "id": "b58f0a9e",
    "metadata": {
     "editable": true
    },
@@ -380,7 +374,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4970af3",
+   "id": "c0c2de05",
    "metadata": {
     "editable": true
    },
@@ -390,7 +384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85bd3a40",
+   "id": "9194077e",
    "metadata": {
     "editable": true
    },
@@ -402,7 +396,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ea5b535",
+   "id": "de7e374e",
    "metadata": {
     "editable": true
    },
@@ -412,7 +406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b5672b44",
+   "id": "98702974",
    "metadata": {
     "editable": true
    },
@@ -424,7 +418,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "999be0b7",
+   "id": "875ddc6d",
    "metadata": {
     "editable": true
    },
@@ -457,7 +451,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac6a5d56",
+   "id": "d81c07ed",
    "metadata": {
     "editable": true
    },
@@ -481,7 +475,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "63deb833",
+   "id": "95da32e4",
    "metadata": {
     "editable": true
    },
@@ -493,7 +487,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f4c860f",
+   "id": "6dc8b1d9",
    "metadata": {
     "editable": true
    },
@@ -505,7 +499,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd542b6e",
+   "id": "1efd0d7a",
    "metadata": {
     "editable": true
    },
@@ -533,7 +527,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5099f78",
+   "id": "bf68d5dc",
    "metadata": {
     "editable": true
    },
@@ -559,7 +553,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "88e2ce13",
+   "id": "97243bf8",
    "metadata": {
     "editable": true
    },
@@ -582,7 +576,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9fab855d",
+   "id": "9c630d9b",
    "metadata": {
     "editable": true
    },
@@ -609,7 +603,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8dc57784",
+   "id": "3de66805",
    "metadata": {
     "editable": true
    },
@@ -628,7 +622,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3a23d427",
+   "id": "040ffa64",
    "metadata": {
     "editable": true
    },
@@ -640,7 +634,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "78e66687",
+   "id": "44fc9230",
    "metadata": {
     "editable": true
    },
@@ -653,7 +647,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9157055f",
+   "id": "d8c28596",
    "metadata": {
     "editable": true
    },
@@ -665,7 +659,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "259d56c7",
+   "id": "d0adfc55",
    "metadata": {
     "editable": true
    },
@@ -675,7 +669,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "66f8ee1a",
+   "id": "c92297c2",
    "metadata": {
     "editable": true
    },
@@ -687,7 +681,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7478d6d0",
+   "id": "2883519c",
    "metadata": {
     "editable": true
    },
@@ -697,7 +691,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30737ebf",
+   "id": "e316bc8f",
    "metadata": {
     "editable": true
    },
@@ -709,7 +703,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c145a6a4",
+   "id": "b917670b",
    "metadata": {
     "editable": true
    },
@@ -720,7 +714,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "c04064d0",
+   "id": "f7a2d11f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -764,7 +758,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da6433b2",
+   "id": "c42d8285",
    "metadata": {
     "editable": true
    },
@@ -775,7 +769,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "7a884220",
+   "id": "c16cdcb2",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -810,7 +804,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4dfa7512",
+   "id": "3f344ca7",
    "metadata": {
     "editable": true
    },
@@ -823,7 +817,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "bc172ee1",
+   "id": "c72b0197",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -841,7 +835,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b7996538",
+   "id": "36cc2989",
    "metadata": {
     "editable": true
    },
@@ -855,7 +849,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
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@@ -874,7 +868,7 @@
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@@ -894,7 +888,7 @@
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@@ -911,7 +905,7 @@
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@@ -923,7 +917,7 @@
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@@ -940,7 +934,7 @@
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@@ -953,7 +947,7 @@
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@@ -965,7 +959,7 @@
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@@ -975,7 +969,7 @@
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@@ -987,7 +981,7 @@
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@@ -997,7 +991,7 @@
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@@ -1009,7 +1003,7 @@
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@@ -1022,7 +1016,7 @@
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@@ -1037,7 +1031,7 @@
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@@ -1063,7 +1057,7 @@
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@@ -1091,7 +1085,7 @@
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@@ -1108,7 +1102,7 @@
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@@ -1122,7 +1116,7 @@
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@@ -1138,7 +1132,7 @@
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@@ -1149,7 +1143,7 @@
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@@ -1220,7 +1214,7 @@
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@@ -1264,7 +1258,7 @@
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@@ -1275,7 +1269,7 @@
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@@ -1353,7 +1347,7 @@
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@@ -1371,7 +1365,7 @@
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@@ -1442,7 +1436,7 @@
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@@ -1453,7 +1447,7 @@
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@@ -1471,7 +1465,7 @@
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@@ -1486,7 +1480,7 @@
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@@ -1497,7 +1491,7 @@
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@@ -1547,7 +1541,7 @@
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@@ -1586,7 +1580,7 @@
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@@ -1610,7 +1604,7 @@
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@@ -1638,7 +1632,7 @@
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@@ -1669,7 +1663,7 @@
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@@ -1685,7 +1679,7 @@
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@@ -1709,7 +1703,7 @@
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@@ -1740,7 +1734,7 @@
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@@ -1751,7 +1745,7 @@
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@@ -1799,7 +1793,7 @@
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@@ -1810,7 +1804,7 @@
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@@ -1844,7 +1838,7 @@
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@@ -1857,7 +1851,7 @@
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@@ -1910,7 +1904,7 @@
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@@ -1921,7 +1915,7 @@
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@@ -1951,7 +1945,7 @@
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@@ -1969,7 +1963,7 @@
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@@ -1989,7 +1983,7 @@
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@@ -2006,7 +2000,7 @@
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@@ -2028,7 +2022,7 @@
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@@ -2060,7 +2054,7 @@
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@@ -2074,7 +2068,7 @@
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@@ -2143,7 +2137,7 @@
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@@ -2166,7 +2160,7 @@
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@@ -2178,7 +2172,7 @@
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@@ -2203,7 +2197,7 @@
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@@ -2229,7 +2223,7 @@
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@@ -2240,7 +2234,7 @@
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@@ -2312,7 +2306,7 @@
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@@ -2328,7 +2322,7 @@
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@@ -2339,7 +2333,7 @@
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@@ -2354,7 +2348,7 @@
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@@ -2372,7 +2366,7 @@
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@@ -2392,7 +2386,7 @@
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@@ -2406,7 +2400,7 @@
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@@ -2418,7 +2412,7 @@
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@@ -2435,7 +2429,7 @@
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@@ -2447,7 +2441,7 @@
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@@ -2461,7 +2455,7 @@
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@@ -2473,7 +2467,7 @@
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@@ -2486,7 +2480,7 @@
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@@ -2498,7 +2492,7 @@
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@@ -2508,7 +2502,7 @@
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@@ -2536,7 +2530,7 @@
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@@ -2552,7 +2546,7 @@
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@@ -2564,7 +2558,7 @@
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@@ -2575,7 +2569,7 @@
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@@ -2587,7 +2581,7 @@
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@@ -2597,7 +2591,7 @@
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@@ -2609,7 +2603,7 @@
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@@ -2619,7 +2613,7 @@
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@@ -2631,7 +2625,7 @@
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@@ -2641,7 +2635,7 @@
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@@ -2653,7 +2647,7 @@
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@@ -2667,7 +2661,7 @@
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@@ -2683,7 +2677,7 @@
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@@ -2695,7 +2689,7 @@
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@@ -2711,7 +2705,7 @@
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@@ -2723,7 +2717,7 @@
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@@ -2733,7 +2727,7 @@
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@@ -2745,7 +2739,7 @@
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@@ -2757,7 +2751,7 @@
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@@ -2769,7 +2763,7 @@
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@@ -2780,7 +2774,7 @@
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@@ -2792,7 +2786,7 @@
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@@ -2803,7 +2797,7 @@
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@@ -2815,7 +2809,7 @@
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@@ -2825,7 +2819,7 @@
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@@ -2837,7 +2831,7 @@
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@@ -2849,7 +2843,7 @@
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@@ -2861,7 +2855,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "664acf19",
+   "id": "6f07e850",
    "metadata": {
     "editable": true
    },
@@ -2873,7 +2867,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d83ebe5e",
+   "id": "e9bbf722",
    "metadata": {
     "editable": true
    },
@@ -2883,7 +2877,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "96134017",
+   "id": "9585a79c",
    "metadata": {
     "editable": true
    },
@@ -2895,7 +2889,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97fc79c8",
+   "id": "a07fab20",
    "metadata": {
     "editable": true
    },
@@ -2905,7 +2899,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0d1e4f3e",
+   "id": "6953e9bc",
    "metadata": {
     "editable": true
    },
@@ -2917,7 +2911,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7d571a24",
+   "id": "81b1f152",
    "metadata": {
     "editable": true
    },
@@ -2927,7 +2921,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f31a3a7",
+   "id": "42c683c1",
    "metadata": {
     "editable": true
    },
@@ -2939,7 +2933,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0e3db77",
+   "id": "56492614",
    "metadata": {
     "editable": true
    },
@@ -2949,7 +2943,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc1ce185",
+   "id": "7c288aec",
    "metadata": {
     "editable": true
    },
@@ -2961,7 +2955,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7360d72",
+   "id": "e708b5d3",
    "metadata": {
     "editable": true
    },
@@ -2971,7 +2965,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf486320",
+   "id": "c4a88556",
    "metadata": {
     "editable": true
    },
@@ -2983,7 +2977,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8ebdf8ce",
+   "id": "82bbc9d5",
    "metadata": {
     "editable": true
    },
@@ -3003,7 +2997,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "853a1218",
+   "id": "bd5d6bda",
    "metadata": {
     "editable": true
    },
@@ -3015,7 +3009,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d287b19d",
+   "id": "33d18765",
    "metadata": {
     "editable": true
    },
@@ -3025,7 +3019,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "637ef064",
+   "id": "819fc8f3",
    "metadata": {
     "editable": true
    },
@@ -3041,7 +3035,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f1698dc3",
+   "id": "8b4413a4",
    "metadata": {
     "editable": true
    },
@@ -3053,7 +3047,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c6d08c01",
+   "id": "2261e630",
    "metadata": {
     "editable": true
    },
@@ -3081,7 +3075,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c58db919",
+   "id": "a2c27bd8",
    "metadata": {
     "editable": true
    },
@@ -3094,7 +3088,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "104e1c7c",
+   "id": "7950f798",
    "metadata": {
     "collapsed": false,
     "editable": true
diff --git a/doc/src/week46/week46.do.txt b/doc/src/week46/week46.do.txt
index 3a6205f2a..43a2c15d3 100644
--- a/doc/src/week46/week46.do.txt
+++ b/doc/src/week46/week46.do.txt
@@ -1,22 +1,21 @@
 TITLE: Week 46: Decision Trees, Ensemble methods  and Random Forests
 AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo & Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University
-DATE: Week 46, November 13-17
+DATE: Week 46, November 11-15
 
 
 !split
 ===== Plan for week 46 =====
 
 !bblock  Active learning sessions on Tuesday and Wednesday
-  * Work and Discussion of project 2
-  * Discussion of project 3 as well
-!eblock  
+  * Work and Discussion of project 3
+!eblock
 
-!bblock Material for the lecture on Thursday November 16, 2023
+!bblock Material for the lecture on Monday November 11, 2024
   * Thursday: Basics of decision trees, classification and regression algorithms and ensemble models 
   * Readings and Videos:
     * These lecture notes
-    * "Video of lecture":"https://youtu.be/PMswUwhYa7k"
-    * "Whiteboard notes":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf"    
+#    * "Video of lecture":"https://youtu.be/PMswUwhYa7k"
+#    * "Whiteboard notes":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf"    
     * "Video on Decision trees":"https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn"
     * Decision Trees: Geron's chapter 6 covers decision trees while ensemble models, voting and bagging are discussed in chapter 7. See also lecture from "STK-IN4300, lecture 7":"https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf". Chapter 9.2 of Hastie et al contains also a good discussion.
 !eblock