diff --git a/doc/pub/week44/html/week44-reveal.html b/doc/pub/week44/html/week44-reveal.html
index b178e3cbd..e1bc3ce9c 100644
--- a/doc/pub/week44/html/week44-reveal.html
+++ b/doc/pub/week44/html/week44-reveal.html
@@ -202,7 +202,25 @@ MathJax.Hub.Config({
Friday: Decision trees, voting models and bagging
-
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. Chapter 9.2 of Hastie et al contains also a good discussion.
+
+
+
+
+
Reading
+
+
+- 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. Chapter 9.2 of Hastie et al contains also a good discussion.
+- Clustering and PCA, see Geron's chapter 8 and Lecture notes
+
+
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. Chapter 9.2 of Hastie et al contains also a good discussion.
+
+
+
+
+
Reading
+
+
+- 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. Chapter 9.2 of Hastie et al contains also a good discussion.
+- Clustering and PCA, see Geron's chapter 8 and Lecture notes
+
+
Thursday, Principal Component Analysis
diff --git a/doc/pub/week44/html/week44.html b/doc/pub/week44/html/week44.html
index e4026aa3f..0a19a5c5c 100644
--- a/doc/pub/week44/html/week44.html
+++ b/doc/pub/week44/html/week44.html
@@ -362,7 +362,26 @@ MathJax.Hub.Config({
Thursday: Wrapping up PCA from last week, Clustering and basics of decision trees, classification and regression algorithms
Friday: Decision trees, voting models and bagging
-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. Chapter 9.2 of Hastie et al contains also a good discussion.
+
+
+
+
+
Reading
+
+
+- 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. Chapter 9.2 of Hastie et al contains also a good discussion.
+- Clustering and PCA, see Geron's chapter 8 and Lecture notes
+
+
Thursday, Principal Component Analysis
diff --git a/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz b/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz
index 3247e2931..415c0c59f 100644
Binary files a/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz and b/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz differ
diff --git a/doc/pub/week44/ipynb/week44.ipynb b/doc/pub/week44/ipynb/week44.ipynb
index f4b3a8728..1e94b3de9 100644
--- a/doc/pub/week44/ipynb/week44.ipynb
+++ b/doc/pub/week44/ipynb/week44.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "markdown",
- "id": "df5904e3",
+ "id": "bf6a66bd",
"metadata": {
"editable": true
},
@@ -14,7 +14,7 @@
},
{
"cell_type": "markdown",
- "id": "79420337",
+ "id": "7af436e6",
"metadata": {
"editable": true
},
@@ -29,7 +29,7 @@
},
{
"cell_type": "markdown",
- "id": "a51cd8df",
+ "id": "98ddd7e2",
"metadata": {
"editable": true
},
@@ -40,12 +40,24 @@
"\n",
"* Friday: Decision trees, voting models and bagging\n",
"\n",
- "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."
+ "**Videos.**\n",
+ "\n",
+ "1. [Video on Decision trees](https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn)\n",
+ "\n",
+ "2. [Video on Principal Component Analysis](https://www.youtube.com/watch?v=FgakZw6K1QQ&ab_channel=StatQuestwithJoshStarmer)\n",
+ "\n",
+ "3. [Video on Clustering](https://www.youtube.com/watch?v=esmzYhuFnds&ab_channel=MITOpenCourseWare)\n",
+ "\n",
+ "**Reading.**\n",
+ "\n",
+ "1. 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.\n",
+ "\n",
+ "2. Clustering and PCA, see Geron's chapter 8 and [Lecture notes](https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter8.html)"
]
},
{
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+ "id": "70dec958",
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@@ -58,7 +70,7 @@
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{
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@@ -78,7 +90,7 @@
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{
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@@ -94,7 +106,7 @@
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{
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@@ -107,7 +119,7 @@
},
{
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@@ -119,7 +131,7 @@
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{
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@@ -141,7 +153,7 @@
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{
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@@ -153,7 +165,7 @@
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{
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@@ -170,7 +182,7 @@
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{
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@@ -181,7 +193,7 @@
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{
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@@ -199,7 +211,7 @@
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{
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@@ -213,7 +225,7 @@
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@@ -232,7 +244,7 @@
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{
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+ "id": "e085595c",
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@@ -249,7 +261,7 @@
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{
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+ "id": "1637663e",
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@@ -261,7 +273,7 @@
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{
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+ "id": "9c0e866b",
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@@ -282,7 +294,7 @@
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{
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@@ -296,7 +308,7 @@
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{
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@@ -307,7 +319,7 @@
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@@ -324,7 +336,7 @@
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{
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@@ -334,7 +346,7 @@
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{
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@@ -352,7 +364,7 @@
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{
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@@ -372,7 +384,7 @@
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{
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@@ -392,7 +404,7 @@
{
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@@ -414,7 +426,7 @@
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{
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@@ -426,7 +438,7 @@
{
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- "id": "fbe86f66",
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@@ -486,7 +498,7 @@
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{
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@@ -500,7 +512,7 @@
{
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- "id": "5404eaaa",
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@@ -545,7 +557,7 @@
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@@ -556,7 +568,7 @@
{
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@@ -580,7 +592,7 @@
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@@ -599,7 +611,7 @@
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{
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@@ -610,7 +622,7 @@
{
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- "id": "1cb07196",
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@@ -666,7 +678,7 @@
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{
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@@ -679,7 +691,7 @@
{
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- "id": "a5919584",
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@@ -704,7 +716,7 @@
{
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"execution_count": 7,
- "id": "6c3bd3ee",
+ "id": "6434c06d",
"metadata": {
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@@ -783,7 +795,7 @@
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{
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- "id": "52da665a",
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@@ -814,7 +826,7 @@
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{
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@@ -834,7 +846,7 @@
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{
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@@ -846,7 +858,7 @@
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{
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@@ -858,7 +870,7 @@
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{
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@@ -876,7 +888,7 @@
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@@ -899,7 +911,7 @@
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{
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@@ -922,7 +934,7 @@
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{
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@@ -933,7 +945,7 @@
{
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@@ -1032,7 +1044,7 @@
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@@ -1054,7 +1066,7 @@
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@@ -1066,7 +1078,7 @@
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@@ -1077,7 +1089,7 @@
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@@ -1099,7 +1111,7 @@
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{
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@@ -1112,7 +1124,7 @@
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@@ -1124,7 +1136,7 @@
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@@ -1134,7 +1146,7 @@
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@@ -1146,7 +1158,7 @@
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{
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@@ -1156,7 +1168,7 @@
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@@ -1168,7 +1180,7 @@
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@@ -1201,7 +1213,7 @@
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@@ -1225,7 +1237,7 @@
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@@ -1237,7 +1249,7 @@
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@@ -1249,7 +1261,7 @@
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@@ -1277,7 +1289,7 @@
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@@ -1326,7 +1338,7 @@
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@@ -1372,7 +1384,7 @@
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@@ -1384,7 +1396,7 @@
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@@ -1409,7 +1421,7 @@
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@@ -1419,7 +1431,7 @@
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@@ -1431,7 +1443,7 @@
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@@ -1441,7 +1453,7 @@
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@@ -1453,7 +1465,7 @@
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@@ -1464,7 +1476,7 @@
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@@ -1508,7 +1520,7 @@
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@@ -1567,7 +1579,7 @@
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@@ -1618,7 +1630,7 @@
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@@ -1638,7 +1650,7 @@
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@@ -1655,7 +1667,7 @@
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@@ -1667,7 +1679,7 @@
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@@ -1684,7 +1696,7 @@
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@@ -1697,7 +1709,7 @@
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@@ -1709,7 +1721,7 @@
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@@ -1731,7 +1743,7 @@
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@@ -1741,7 +1753,7 @@
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@@ -1753,7 +1765,7 @@
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"editable": true
},
@@ -1766,7 +1778,7 @@
},
{
"cell_type": "markdown",
- "id": "dba297ba",
+ "id": "e00e4c74",
"metadata": {
"editable": true
},
@@ -1810,7 +1822,7 @@
},
{
"cell_type": "markdown",
- "id": "d2100b9c",
+ "id": "6f87ddeb",
"metadata": {
"editable": true
},
@@ -1821,7 +1833,7 @@
{
"cell_type": "code",
"execution_count": 13,
- "id": "060c9b61",
+ "id": "9a2a4a21",
"metadata": {
"collapsed": false,
"editable": true
@@ -1899,7 +1911,7 @@
},
{
"cell_type": "markdown",
- "id": "80c4783a",
+ "id": "167cae6a",
"metadata": {
"editable": true
},
@@ -1917,7 +1929,7 @@
{
"cell_type": "code",
"execution_count": 14,
- "id": "47914d55",
+ "id": "fd4d3d1d",
"metadata": {
"collapsed": false,
"editable": true
@@ -1988,7 +2000,7 @@
},
{
"cell_type": "markdown",
- "id": "aee5d99d",
+ "id": "e7637723",
"metadata": {
"editable": true
},
@@ -2027,7 +2039,7 @@
},
{
"cell_type": "markdown",
- "id": "e662e79c",
+ "id": "5fe05c6a",
"metadata": {
"editable": true
},
@@ -2038,7 +2050,7 @@
{
"cell_type": "code",
"execution_count": 15,
- "id": "8a3802ae",
+ "id": "d07cc03c",
"metadata": {
"collapsed": false,
"editable": true
@@ -2090,7 +2102,7 @@
},
{
"cell_type": "markdown",
- "id": "9d36f603",
+ "id": "ac909d39",
"metadata": {
"editable": true
},
@@ -2101,7 +2113,7 @@
{
"cell_type": "code",
"execution_count": 16,
- "id": "0c01596e",
+ "id": "4ec06694",
"metadata": {
"collapsed": false,
"editable": true
@@ -2176,7 +2188,7 @@
},
{
"cell_type": "markdown",
- "id": "db2d6509",
+ "id": "b6e84ca9",
"metadata": {
"editable": true
},
@@ -2187,7 +2199,7 @@
{
"cell_type": "code",
"execution_count": 17,
- "id": "5cda491c",
+ "id": "3b8265d3",
"metadata": {
"collapsed": false,
"editable": true
@@ -2218,7 +2230,7 @@
},
{
"cell_type": "markdown",
- "id": "31d76b1b",
+ "id": "4ac4391c",
"metadata": {
"editable": true
},
@@ -2229,7 +2241,7 @@
{
"cell_type": "code",
"execution_count": 18,
- "id": "87225973",
+ "id": "0399291c",
"metadata": {
"collapsed": false,
"editable": true
@@ -2247,7 +2259,7 @@
{
"cell_type": "code",
"execution_count": 19,
- "id": "5a2a8ab2",
+ "id": "6273a4ca",
"metadata": {
"collapsed": false,
"editable": true
@@ -2262,7 +2274,7 @@
},
{
"cell_type": "markdown",
- "id": "eed4ab59",
+ "id": "500c38f2",
"metadata": {
"editable": true
},
@@ -2273,7 +2285,7 @@
{
"cell_type": "code",
"execution_count": 20,
- "id": "33809ce5",
+ "id": "cff275f0",
"metadata": {
"collapsed": false,
"editable": true
@@ -2323,7 +2335,7 @@
{
"cell_type": "code",
"execution_count": 21,
- "id": "a4a38c2e",
+ "id": "d00f1eec",
"metadata": {
"collapsed": false,
"editable": true
@@ -2362,7 +2374,7 @@
},
{
"cell_type": "markdown",
- "id": "a7eae7f8",
+ "id": "efe7595b",
"metadata": {
"editable": true
},
@@ -2386,7 +2398,7 @@
},
{
"cell_type": "markdown",
- "id": "2ef0e9f1",
+ "id": "bd019bce",
"metadata": {
"editable": true
},
@@ -2414,7 +2426,7 @@
},
{
"cell_type": "markdown",
- "id": "787f6ff3",
+ "id": "26879a96",
"metadata": {
"editable": true
},
@@ -2445,7 +2457,7 @@
},
{
"cell_type": "markdown",
- "id": "9bcdca58",
+ "id": "c4186bbd",
"metadata": {
"editable": true
},
@@ -2461,7 +2473,7 @@
},
{
"cell_type": "markdown",
- "id": "610c6018",
+ "id": "adf5117b",
"metadata": {
"editable": true
},
@@ -2483,7 +2495,7 @@
},
{
"cell_type": "markdown",
- "id": "92431d88",
+ "id": "7e7b7e57",
"metadata": {
"editable": true
},
@@ -2515,7 +2527,7 @@
},
{
"cell_type": "markdown",
- "id": "8ea130d4",
+ "id": "49a7dff2",
"metadata": {
"editable": true
},
@@ -2526,7 +2538,7 @@
{
"cell_type": "code",
"execution_count": 22,
- "id": "ecac605e",
+ "id": "0a443e4d",
"metadata": {
"collapsed": false,
"editable": true
@@ -2550,7 +2562,7 @@
},
{
"cell_type": "markdown",
- "id": "e0340355",
+ "id": "a8ea734f",
"metadata": {
"editable": true
},
@@ -2561,7 +2573,7 @@
{
"cell_type": "code",
"execution_count": 23,
- "id": "88d610dd",
+ "id": "b292193c",
"metadata": {
"collapsed": false,
"editable": true
@@ -2615,7 +2627,7 @@
},
{
"cell_type": "markdown",
- "id": "6af12a19",
+ "id": "dd8452bb",
"metadata": {
"editable": true
},
@@ -2626,7 +2638,7 @@
{
"cell_type": "code",
"execution_count": 24,
- "id": "1c3c68ac",
+ "id": "d8da9ef9",
"metadata": {
"collapsed": false,
"editable": true
@@ -2656,7 +2668,7 @@
{
"cell_type": "code",
"execution_count": 25,
- "id": "8828cc60",
+ "id": "c6c0b366",
"metadata": {
"collapsed": false,
"editable": true
@@ -2674,7 +2686,7 @@
{
"cell_type": "code",
"execution_count": 26,
- "id": "4142b16a",
+ "id": "a7f6b0f8",
"metadata": {
"collapsed": false,
"editable": true
@@ -2694,7 +2706,7 @@
{
"cell_type": "code",
"execution_count": 27,
- "id": "4ac39f62",
+ "id": "b417ccb8",
"metadata": {
"collapsed": false,
"editable": true
@@ -2711,7 +2723,7 @@
},
{
"cell_type": "markdown",
- "id": "b5a5b277",
+ "id": "3c34873d",
"metadata": {
"editable": true
},
@@ -2722,7 +2734,7 @@
{
"cell_type": "code",
"execution_count": 28,
- "id": "ed94100c",
+ "id": "7d9235a9",
"metadata": {
"collapsed": false,
"editable": true
@@ -2742,7 +2754,7 @@
{
"cell_type": "code",
"execution_count": 29,
- "id": "d54ff120",
+ "id": "fa17aa74",
"metadata": {
"collapsed": false,
"editable": true
@@ -2756,7 +2768,7 @@
{
"cell_type": "code",
"execution_count": 30,
- "id": "1cd4897b",
+ "id": "8f65f7db",
"metadata": {
"collapsed": false,
"editable": true
@@ -2772,7 +2784,7 @@
{
"cell_type": "code",
"execution_count": 31,
- "id": "0ceb80cb",
+ "id": "dd292ec6",
"metadata": {
"collapsed": false,
"editable": true
@@ -2810,7 +2822,7 @@
},
{
"cell_type": "markdown",
- "id": "1bf7a0e7",
+ "id": "b8aa3665",
"metadata": {
"editable": true
},
@@ -2824,7 +2836,7 @@
{
"cell_type": "code",
"execution_count": 32,
- "id": "08699d7c",
+ "id": "d15e0b7c",
"metadata": {
"collapsed": false,
"editable": true
diff --git a/doc/src/week44/week44.do.txt b/doc/src/week44/week44.do.txt
index f09097dc0..59e4ef218 100644
--- a/doc/src/week44/week44.do.txt
+++ b/doc/src/week44/week44.do.txt
@@ -9,9 +9,16 @@ DATE: today
* Thursday: Wrapping up PCA from last week, Clustering and basics of decision trees, classification and regression algorithms
* Friday: Decision trees, voting models and bagging
+!bblock Videos
+o "Video on Decision trees":"https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn"
+o "Video on Principal Component Analysis":"https://www.youtube.com/watch?v=FgakZw6K1QQ&ab_channel=StatQuestwithJoshStarmer"
+o "Video on Clustering":"https://www.youtube.com/watch?v=esmzYhuFnds&ab_channel=MITOpenCourseWare"
+!eblock
-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.
-
+!bblock Reading
+o 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.
+o Clustering and PCA, see Geron's chapter 8 and "Lecture notes":"https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter8.html"
+!eblock
!split
===== Thursday, Principal Component Analysis =====