From 05941a4834b32ca7060a10a60dedb5c935db573f Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Sat, 9 Nov 2024 19:05:38 -0500
Subject: [PATCH] update week 46

---
 doc/pub/week46/html/._week46-bs001.html      |   8 +-
 doc/pub/week46/html/week46-reveal.html       |   9 +-
 doc/pub/week46/html/week46-solarized.html    |   8 +-
 doc/pub/week46/html/week46.html              |   8 +-
 doc/pub/week46/ipynb/ipynb-week46-src.tar.gz | Bin 294343 -> 294343 bytes
 doc/pub/week46/ipynb/week46.ipynb            | 329 +++++++++----------
 doc/src/week46/week46.do.txt                 |   4 +-
 7 files changed, 182 insertions(+), 184 deletions(-)

diff --git a/doc/pub/week46/html/._week46-bs001.html b/doc/pub/week46/html/._week46-bs001.html
index 11ff2ba1b..9208ae9ac 100644
--- a/doc/pub/week46/html/._week46-bs001.html
+++ b/doc/pub/week46/html/._week46-bs001.html
@@ -336,13 +336,13 @@ MathJax.Hub.Config({
 <!-- subsequent paragraphs come in larger fonts, so start with a paragraph -->
 <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> Readings and Videos:
+<!-- * 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>
+<ul>
     <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>
+    <li> Decision Trees: Rashcka et al chapter 6, 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>.</li> 
 </ul>
 </ul>
 </div>
diff --git a/doc/pub/week46/html/week46-reveal.html b/doc/pub/week46/html/week46-reveal.html
index 9aeab11f1..92b240c4c 100644
--- a/doc/pub/week46/html/week46-reveal.html
+++ b/doc/pub/week46/html/week46-reveal.html
@@ -214,16 +214,15 @@ MathJax.Hub.Config({
 
 <p><li> Thursday: Basics of decision trees, classification and regression algorithms and ensemble models</li>
 
-<p><li> Readings and Videos:</li>
-<ul>
-
-<p><li> These lecture notes
+<p><li> Readings and Videos:
+<!-- * 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>
+<ul>
 
 <p><li> <a href="https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn" target="_blank">Video on Decision trees</a></li>
 
-<p><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>
+<p><li> Decision Trees: Rashcka et al chapter 6, 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>.</li> 
 </ul>
 <p>
 </ul>
diff --git a/doc/pub/week46/html/week46-solarized.html b/doc/pub/week46/html/week46-solarized.html
index 96c5accba..0d7646d65 100644
--- a/doc/pub/week46/html/week46-solarized.html
+++ b/doc/pub/week46/html/week46-solarized.html
@@ -297,13 +297,13 @@ MathJax.Hub.Config({
 <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> Readings and Videos:
+<!-- * 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>
+<ul>
     <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>
+    <li> Decision Trees: Rashcka et al chapter 6, 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>.</li> 
 </ul>
 </ul>
 </div>
diff --git a/doc/pub/week46/html/week46.html b/doc/pub/week46/html/week46.html
index 1a6fe4b1b..d52b55066 100644
--- a/doc/pub/week46/html/week46.html
+++ b/doc/pub/week46/html/week46.html
@@ -374,13 +374,13 @@ MathJax.Hub.Config({
 <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> Readings and Videos:
+<!-- * 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>
+<ul>
     <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>
+    <li> Decision Trees: Rashcka et al chapter 6, 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>.</li> 
 </ul>
 </ul>
 </div>
diff --git a/doc/pub/week46/ipynb/ipynb-week46-src.tar.gz b/doc/pub/week46/ipynb/ipynb-week46-src.tar.gz
index 047a55532e8f0c93883672af729941d4aab592a3..f0838cdbec5e45ffe8b68a2fc7325e886f6c124b 100644
GIT binary patch
delta 29
lcmX^9Tk!aAK{okr4u(TN8rfRe7+cwxTG^PlvauYj1pu$E3Pb<^

delta 29
kcmX^9Tk!aAK{okr4u+DXMz&Tq##T0_RyO9XY%B+B0iZkyU;qFB

diff --git a/doc/pub/week46/ipynb/week46.ipynb b/doc/pub/week46/ipynb/week46.ipynb
index f33583050..998d3167c 100644
--- a/doc/pub/week46/ipynb/week46.ipynb
+++ b/doc/pub/week46/ipynb/week46.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "67bdde82",
+   "id": "a375f1e2",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c0775dab",
+   "id": "86cf5971",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "abf525c5",
+   "id": "f61af5ba",
    "metadata": {
     "editable": true
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@@ -43,19 +43,18 @@
     "  * Thursday: Basics of decision trees, classification and regression algorithms and ensemble models \n",
     "\n",
     "  * Readings and Videos:\n",
-    "\n",
-    "    * These lecture notes\n",
+    "<!-- * These lecture notes -->\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",
-    "    * 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."
+    "    * Decision Trees: Rashcka et al chapter 6, 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)."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "542fa9f5",
+   "id": "bf30930b",
    "metadata": {
     "editable": true
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@@ -86,7 +85,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a8af6f7a",
+   "id": "96e07feb",
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@@ -106,7 +105,7 @@
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-   "id": "d539dc6f",
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@@ -124,7 +123,7 @@
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   {
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-   "id": "fc2fb33b",
+   "id": "07126b1c",
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@@ -147,7 +146,7 @@
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-   "id": "2176d896",
+   "id": "262ab4b7",
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@@ -170,7 +169,7 @@
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   {
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-   "id": "f62e5e09",
+   "id": "9ab8e4b3",
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     "editable": true
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@@ -181,7 +180,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "e5135375",
+   "id": "4f58496d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -282,7 +281,7 @@
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   {
    "cell_type": "markdown",
-   "id": "5d04b485",
+   "id": "7604d473",
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@@ -304,7 +303,7 @@
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   {
    "cell_type": "markdown",
-   "id": "2c6bfe18",
+   "id": "cdfbd717",
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@@ -316,7 +315,7 @@
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-   "id": "9a163cbc",
+   "id": "50b342f4",
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@@ -327,7 +326,7 @@
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   {
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-   "id": "08a5a42f",
+   "id": "7bbd8a4f",
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@@ -349,7 +348,7 @@
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   {
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-   "id": "b5cdd8a3",
+   "id": "358538e6",
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@@ -362,7 +361,7 @@
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   {
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-   "id": "b58f0a9e",
+   "id": "832bbd79",
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@@ -374,7 +373,7 @@
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   {
    "cell_type": "markdown",
-   "id": "c0c2de05",
+   "id": "946d7953",
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@@ -384,7 +383,7 @@
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   {
    "cell_type": "markdown",
-   "id": "9194077e",
+   "id": "cc619eec",
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@@ -396,7 +395,7 @@
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-   "id": "de7e374e",
+   "id": "996d4d39",
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@@ -406,7 +405,7 @@
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+   "id": "3e68635a",
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@@ -418,7 +417,7 @@
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+   "id": "b6ef975d",
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@@ -451,7 +450,7 @@
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@@ -475,7 +474,7 @@
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-   "id": "95da32e4",
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@@ -487,7 +486,7 @@
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-   "id": "6dc8b1d9",
+   "id": "b39591ac",
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@@ -499,7 +498,7 @@
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+   "id": "810b2256",
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@@ -527,7 +526,7 @@
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-   "id": "bf68d5dc",
+   "id": "ae003c51",
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@@ -553,7 +552,7 @@
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@@ -576,7 +575,7 @@
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@@ -603,7 +602,7 @@
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@@ -622,7 +621,7 @@
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-   "id": "040ffa64",
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@@ -634,7 +633,7 @@
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    "cell_type": "markdown",
-   "id": "44fc9230",
+   "id": "f3d9db35",
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@@ -647,7 +646,7 @@
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-   "id": "d8c28596",
+   "id": "b1224fd6",
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@@ -659,7 +658,7 @@
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-   "id": "d0adfc55",
+   "id": "5b9359d2",
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@@ -669,7 +668,7 @@
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-   "id": "c92297c2",
+   "id": "b0e06306",
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@@ -681,7 +680,7 @@
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-   "id": "2883519c",
+   "id": "5b733106",
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@@ -691,7 +690,7 @@
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-   "id": "e316bc8f",
+   "id": "12edeeaa",
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@@ -703,7 +702,7 @@
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-   "id": "b917670b",
+   "id": "c9ae403c",
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@@ -714,7 +713,7 @@
   {
    "cell_type": "code",
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-   "id": "f7a2d11f",
+   "id": "5ff554e7",
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@@ -758,7 +757,7 @@
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+   "id": "ad905115",
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@@ -769,7 +768,7 @@
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-   "id": "c16cdcb2",
+   "id": "bf671c0e",
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@@ -804,7 +803,7 @@
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@@ -817,7 +816,7 @@
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-   "id": "c72b0197",
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@@ -835,7 +834,7 @@
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@@ -849,7 +848,7 @@
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@@ -888,7 +887,7 @@
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@@ -934,7 +933,7 @@
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@@ -947,7 +946,7 @@
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@@ -959,7 +958,7 @@
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@@ -969,7 +968,7 @@
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@@ -981,7 +980,7 @@
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@@ -991,7 +990,7 @@
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@@ -1003,7 +1002,7 @@
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@@ -1016,7 +1015,7 @@
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@@ -1031,7 +1030,7 @@
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@@ -1057,7 +1056,7 @@
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@@ -1085,7 +1084,7 @@
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@@ -1102,7 +1101,7 @@
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@@ -1116,7 +1115,7 @@
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@@ -1132,7 +1131,7 @@
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@@ -1143,7 +1142,7 @@
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@@ -1214,7 +1213,7 @@
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@@ -1258,7 +1257,7 @@
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@@ -1269,7 +1268,7 @@
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@@ -1347,7 +1346,7 @@
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@@ -1365,7 +1364,7 @@
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@@ -1436,7 +1435,7 @@
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@@ -1447,7 +1446,7 @@
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@@ -1465,7 +1464,7 @@
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@@ -1480,7 +1479,7 @@
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@@ -1491,7 +1490,7 @@
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@@ -1541,7 +1540,7 @@
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@@ -1580,7 +1579,7 @@
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@@ -1604,7 +1603,7 @@
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@@ -1632,7 +1631,7 @@
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@@ -1663,7 +1662,7 @@
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@@ -1679,7 +1678,7 @@
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@@ -1703,7 +1702,7 @@
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@@ -1734,7 +1733,7 @@
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@@ -1745,7 +1744,7 @@
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@@ -1793,7 +1792,7 @@
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@@ -1804,7 +1803,7 @@
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@@ -1838,7 +1837,7 @@
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@@ -1851,7 +1850,7 @@
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@@ -1904,7 +1903,7 @@
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@@ -1915,7 +1914,7 @@
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@@ -1945,7 +1944,7 @@
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@@ -1963,7 +1962,7 @@
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@@ -1983,7 +1982,7 @@
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@@ -2000,7 +1999,7 @@
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@@ -2022,7 +2021,7 @@
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@@ -2054,7 +2053,7 @@
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@@ -2068,7 +2067,7 @@
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@@ -2137,7 +2136,7 @@
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@@ -2160,7 +2159,7 @@
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@@ -2172,7 +2171,7 @@
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@@ -2197,7 +2196,7 @@
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@@ -2223,7 +2222,7 @@
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@@ -2234,7 +2233,7 @@
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@@ -2306,7 +2305,7 @@
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@@ -2322,7 +2321,7 @@
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@@ -2333,7 +2332,7 @@
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@@ -2348,7 +2347,7 @@
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@@ -2366,7 +2365,7 @@
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@@ -2386,7 +2385,7 @@
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@@ -2400,7 +2399,7 @@
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@@ -2412,7 +2411,7 @@
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@@ -2429,7 +2428,7 @@
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@@ -2441,7 +2440,7 @@
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@@ -2455,7 +2454,7 @@
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@@ -2467,7 +2466,7 @@
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@@ -2480,7 +2479,7 @@
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@@ -2492,7 +2491,7 @@
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@@ -2502,7 +2501,7 @@
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@@ -2530,7 +2529,7 @@
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@@ -2546,7 +2545,7 @@
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@@ -2558,7 +2557,7 @@
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@@ -2569,7 +2568,7 @@
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@@ -2581,7 +2580,7 @@
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@@ -2591,7 +2590,7 @@
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@@ -2603,7 +2602,7 @@
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@@ -2613,7 +2612,7 @@
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@@ -2625,7 +2624,7 @@
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@@ -2635,7 +2634,7 @@
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@@ -2647,7 +2646,7 @@
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@@ -2661,7 +2660,7 @@
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@@ -2677,7 +2676,7 @@
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@@ -2689,7 +2688,7 @@
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@@ -2705,7 +2704,7 @@
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@@ -2717,7 +2716,7 @@
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@@ -2727,7 +2726,7 @@
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@@ -2739,7 +2738,7 @@
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@@ -2751,7 +2750,7 @@
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@@ -2763,7 +2762,7 @@
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@@ -2774,7 +2773,7 @@
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@@ -2786,7 +2785,7 @@
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@@ -2797,7 +2796,7 @@
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@@ -2809,7 +2808,7 @@
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@@ -2819,7 +2818,7 @@
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@@ -2831,7 +2830,7 @@
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@@ -2843,7 +2842,7 @@
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@@ -2855,7 +2854,7 @@
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@@ -2867,7 +2866,7 @@
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@@ -2877,7 +2876,7 @@
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@@ -2889,7 +2888,7 @@
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@@ -2899,7 +2898,7 @@
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@@ -2911,7 +2910,7 @@
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@@ -2921,7 +2920,7 @@
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@@ -2933,7 +2932,7 @@
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@@ -2943,7 +2942,7 @@
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@@ -2955,7 +2954,7 @@
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@@ -2965,7 +2964,7 @@
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@@ -2977,7 +2976,7 @@
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@@ -2997,7 +2996,7 @@
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@@ -3009,7 +3008,7 @@
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@@ -3019,7 +3018,7 @@
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@@ -3035,7 +3034,7 @@
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@@ -3047,7 +3046,7 @@
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@@ -3075,7 +3074,7 @@
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   {
    "cell_type": "markdown",
-   "id": "a2c27bd8",
+   "id": "3317c481",
    "metadata": {
     "editable": true
    },
@@ -3088,7 +3087,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "7950f798",
+   "id": "da2eeb47",
    "metadata": {
     "collapsed": false,
     "editable": true
diff --git a/doc/src/week46/week46.do.txt b/doc/src/week46/week46.do.txt
index 43a2c15d3..831d037a1 100644
--- a/doc/src/week46/week46.do.txt
+++ b/doc/src/week46/week46.do.txt
@@ -13,11 +13,11 @@ DATE: Week 46, November 11-15
 !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
+#    * 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 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.
+    * Decision Trees: Rashcka et al chapter 6, 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". 
 !eblock