diff --git a/doc/pub/week40/ipynb/week40.ipynb b/doc/pub/week40/ipynb/week40.ipynb
index 285ec06ca..46d0e5a9e 100644
--- a/doc/pub/week40/ipynb/week40.ipynb
+++ b/doc/pub/week40/ipynb/week40.ipynb
@@ -3449,7 +3449,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": "Python 3",
"language": "python",
"name": "python3"
},
@@ -3463,7 +3463,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.7"
+ "version": "3.8.8"
}
},
"nbformat": 4,
diff --git a/doc/pub/week44/html/._week44-bs001.html b/doc/pub/week44/html/._week44-bs001.html
index 05e2d52ad..d1c401130 100644
--- a/doc/pub/week44/html/._week44-bs001.html
+++ b/doc/pub/week44/html/._week44-bs001.html
@@ -350,7 +350,7 @@ MathJax.Hub.Config({
- 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
+- Clustering and PCA, see Geron's chapter 8 and Lecture notes. Bishop's chapter 9.1 is also a good read.
diff --git a/doc/pub/week44/html/week44-reveal.html b/doc/pub/week44/html/week44-reveal.html
index f1682ab6e..c89325001 100644
--- a/doc/pub/week44/html/week44-reveal.html
+++ b/doc/pub/week44/html/week44-reveal.html
@@ -218,7 +218,7 @@ MathJax.Hub.Config({
- 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
+- Clustering and PCA, see Geron's chapter 8 and Lecture notes. Bishop's chapter 9.1 is also a good read.
diff --git a/doc/pub/week44/html/week44-solarized.html b/doc/pub/week44/html/week44-solarized.html
index 372f728d6..4e7257e19 100644
--- a/doc/pub/week44/html/week44-solarized.html
+++ b/doc/pub/week44/html/week44-solarized.html
@@ -310,7 +310,7 @@ MathJax.Hub.Config({
- 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
+- Clustering and PCA, see Geron's chapter 8 and Lecture notes. Bishop's chapter 9.1 is also a good read.
diff --git a/doc/pub/week44/html/week44.html b/doc/pub/week44/html/week44.html
index 1af0a17e0..824f03e21 100644
--- a/doc/pub/week44/html/week44.html
+++ b/doc/pub/week44/html/week44.html
@@ -387,7 +387,7 @@ MathJax.Hub.Config({
- 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
+- Clustering and PCA, see Geron's chapter 8 and Lecture notes. Bishop's chapter 9.1 is also a good read.
diff --git a/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz b/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz
index 00723e363..c160927fd 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 8aeda0d16..f494fd9a8 100644
--- a/doc/pub/week44/ipynb/week44.ipynb
+++ b/doc/pub/week44/ipynb/week44.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "markdown",
- "id": "19d12c31",
+ "id": "7a376e32",
"metadata": {
"editable": true
},
@@ -14,7 +14,7 @@
},
{
"cell_type": "markdown",
- "id": "6075cd2c",
+ "id": "92381691",
"metadata": {
"editable": true
},
@@ -29,7 +29,7 @@
},
{
"cell_type": "markdown",
- "id": "9299817b",
+ "id": "681edb2d",
"metadata": {
"editable": true
},
@@ -52,12 +52,12 @@
"\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)"
+ "2. Clustering and PCA, see Geron's chapter 8 and [Lecture notes](https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter8.html). Bishop's chapter 9.1 is also a good read."
]
},
{
"cell_type": "markdown",
- "id": "3e55fc44",
+ "id": "a17deeb0",
"metadata": {
"editable": true
},
@@ -75,7 +75,7 @@
},
{
"cell_type": "markdown",
- "id": "fba8b629",
+ "id": "63ebbff4",
"metadata": {
"editable": true
},
@@ -89,7 +89,7 @@
{
"cell_type": "code",
"execution_count": 1,
- "id": "07b52439",
+ "id": "a985145a",
"metadata": {
"collapsed": false,
"editable": true
@@ -205,7 +205,7 @@
},
{
"cell_type": "markdown",
- "id": "0cb13b9d",
+ "id": "943d73f8",
"metadata": {
"editable": true
},
@@ -218,7 +218,7 @@
},
{
"cell_type": "markdown",
- "id": "34f48f2b",
+ "id": "0808d619",
"metadata": {
"editable": true
},
@@ -252,7 +252,7 @@
},
{
"cell_type": "markdown",
- "id": "ab7ea7a3",
+ "id": "da95561a",
"metadata": {
"editable": true
},
@@ -272,7 +272,7 @@
},
{
"cell_type": "markdown",
- "id": "64e7b217",
+ "id": "3da02125",
"metadata": {
"editable": true
},
@@ -288,7 +288,7 @@
},
{
"cell_type": "markdown",
- "id": "ffc622bd",
+ "id": "c2e6d46b",
"metadata": {
"editable": true
},
@@ -301,7 +301,7 @@
},
{
"cell_type": "markdown",
- "id": "66042bd6",
+ "id": "d74380f9",
"metadata": {
"editable": true
},
@@ -313,7 +313,7 @@
},
{
"cell_type": "markdown",
- "id": "6587dbcb",
+ "id": "ac087e46",
"metadata": {
"editable": true
},
@@ -335,7 +335,7 @@
},
{
"cell_type": "markdown",
- "id": "453c682b",
+ "id": "33fa0273",
"metadata": {
"editable": true
},
@@ -347,7 +347,7 @@
},
{
"cell_type": "markdown",
- "id": "c32c8b64",
+ "id": "9551892a",
"metadata": {
"editable": true
},
@@ -364,7 +364,7 @@
},
{
"cell_type": "markdown",
- "id": "f6315fee",
+ "id": "f38df703",
"metadata": {
"editable": true
},
@@ -375,7 +375,7 @@
},
{
"cell_type": "markdown",
- "id": "90c36fbd",
+ "id": "d40581e2",
"metadata": {
"editable": true
},
@@ -393,7 +393,7 @@
},
{
"cell_type": "markdown",
- "id": "92839267",
+ "id": "960cb01c",
"metadata": {
"editable": true
},
@@ -407,7 +407,7 @@
},
{
"cell_type": "markdown",
- "id": "282fcd48",
+ "id": "79f48939",
"metadata": {
"editable": true
},
@@ -426,7 +426,7 @@
},
{
"cell_type": "markdown",
- "id": "7c3aebec",
+ "id": "d4bdd9c7",
"metadata": {
"editable": true
},
@@ -443,7 +443,7 @@
},
{
"cell_type": "markdown",
- "id": "eb4ae030",
+ "id": "4f59c82e",
"metadata": {
"editable": true
},
@@ -455,7 +455,7 @@
},
{
"cell_type": "markdown",
- "id": "cdfb7df0",
+ "id": "14fe9167",
"metadata": {
"editable": true
},
@@ -476,7 +476,7 @@
},
{
"cell_type": "markdown",
- "id": "f71a8631",
+ "id": "7df314a8",
"metadata": {
"editable": true
},
@@ -490,7 +490,7 @@
},
{
"cell_type": "markdown",
- "id": "27ab9c9f",
+ "id": "386fd216",
"metadata": {
"editable": true
},
@@ -501,7 +501,7 @@
},
{
"cell_type": "markdown",
- "id": "4005093f",
+ "id": "f2a74942",
"metadata": {
"editable": true
},
@@ -518,7 +518,7 @@
},
{
"cell_type": "markdown",
- "id": "2a01add6",
+ "id": "b937caa9",
"metadata": {
"editable": true
},
@@ -528,7 +528,7 @@
},
{
"cell_type": "markdown",
- "id": "0ccb82ad",
+ "id": "16bf424f",
"metadata": {
"editable": true
},
@@ -546,7 +546,7 @@
},
{
"cell_type": "markdown",
- "id": "6ff30c97",
+ "id": "eb05afa1",
"metadata": {
"editable": true
},
@@ -566,7 +566,7 @@
},
{
"cell_type": "markdown",
- "id": "0ee402e9",
+ "id": "64298cab",
"metadata": {
"editable": true
},
@@ -586,7 +586,7 @@
{
"cell_type": "code",
"execution_count": 2,
- "id": "c1e946bf",
+ "id": "4e16e24c",
"metadata": {
"collapsed": false,
"editable": true
@@ -606,7 +606,7 @@
},
{
"cell_type": "markdown",
- "id": "4b2f1fb0",
+ "id": "1c5e8234",
"metadata": {
"editable": true
},
@@ -618,7 +618,7 @@
{
"cell_type": "code",
"execution_count": 3,
- "id": "70963327",
+ "id": "46246de4",
"metadata": {
"collapsed": false,
"editable": true
@@ -678,7 +678,7 @@
},
{
"cell_type": "markdown",
- "id": "23a1347f",
+ "id": "dd2bf668",
"metadata": {
"editable": true
},
@@ -692,7 +692,7 @@
{
"cell_type": "code",
"execution_count": 4,
- "id": "2d1bc28a",
+ "id": "d31e26f5",
"metadata": {
"collapsed": false,
"editable": true
@@ -737,7 +737,7 @@
},
{
"cell_type": "markdown",
- "id": "d66580ed",
+ "id": "46016886",
"metadata": {
"editable": true
},
@@ -748,7 +748,7 @@
{
"cell_type": "code",
"execution_count": 5,
- "id": "116cfb95",
+ "id": "75268529",
"metadata": {
"collapsed": false,
"editable": true
@@ -772,7 +772,7 @@
},
{
"cell_type": "markdown",
- "id": "ac5de24a",
+ "id": "6ca44fd9",
"metadata": {
"editable": true
},
@@ -791,7 +791,7 @@
},
{
"cell_type": "markdown",
- "id": "9db820ca",
+ "id": "9af52232",
"metadata": {
"editable": true
},
@@ -802,7 +802,7 @@
{
"cell_type": "code",
"execution_count": 6,
- "id": "688a64de",
+ "id": "cd3ed876",
"metadata": {
"collapsed": false,
"editable": true
@@ -858,7 +858,7 @@
},
{
"cell_type": "markdown",
- "id": "c671bf91",
+ "id": "6390393d",
"metadata": {
"editable": true
},
@@ -871,7 +871,7 @@
{
"cell_type": "code",
"execution_count": 7,
- "id": "544e2cf8",
+ "id": "1daf1d65",
"metadata": {
"collapsed": false,
"editable": true
@@ -896,7 +896,7 @@
{
"cell_type": "code",
"execution_count": 8,
- "id": "87d8ed8d",
+ "id": "763eac23",
"metadata": {
"collapsed": false,
"editable": true
@@ -975,7 +975,7 @@
},
{
"cell_type": "markdown",
- "id": "d57ceb31",
+ "id": "dda3478d",
"metadata": {
"editable": true
},
@@ -1006,7 +1006,7 @@
},
{
"cell_type": "markdown",
- "id": "8ebe69ff",
+ "id": "9156957e",
"metadata": {
"editable": true
},
@@ -1026,7 +1026,7 @@
},
{
"cell_type": "markdown",
- "id": "916c4a12",
+ "id": "7e2bfa54",
"metadata": {
"editable": true
},
@@ -1038,7 +1038,7 @@
},
{
"cell_type": "markdown",
- "id": "648db4a4",
+ "id": "083306a1",
"metadata": {
"editable": true
},
@@ -1050,7 +1050,7 @@
},
{
"cell_type": "markdown",
- "id": "a97b3761",
+ "id": "6bc0f290",
"metadata": {
"editable": true
},
@@ -1068,7 +1068,7 @@
},
{
"cell_type": "markdown",
- "id": "c431ae5a",
+ "id": "a90354f0",
"metadata": {
"editable": true
},
@@ -1091,7 +1091,7 @@
},
{
"cell_type": "markdown",
- "id": "04e7a1d2",
+ "id": "17f4991a",
"metadata": {
"editable": true
},
@@ -1114,7 +1114,7 @@
},
{
"cell_type": "markdown",
- "id": "5a15d7f0",
+ "id": "c22991c5",
"metadata": {
"editable": true
},
@@ -1125,7 +1125,7 @@
{
"cell_type": "code",
"execution_count": 9,
- "id": "e4852687",
+ "id": "83abab87",
"metadata": {
"collapsed": false,
"editable": true
@@ -1224,7 +1224,7 @@
},
{
"cell_type": "markdown",
- "id": "1d0f3998",
+ "id": "74897946",
"metadata": {
"editable": true
},
@@ -1246,7 +1246,7 @@
},
{
"cell_type": "markdown",
- "id": "bf91cdbf",
+ "id": "6a18fb3b",
"metadata": {
"editable": true
},
@@ -1258,7 +1258,7 @@
},
{
"cell_type": "markdown",
- "id": "66945981",
+ "id": "7242a810",
"metadata": {
"editable": true
},
@@ -1269,7 +1269,7 @@
},
{
"cell_type": "markdown",
- "id": "6c86adca",
+ "id": "1ba9b025",
"metadata": {
"editable": true
},
@@ -1291,7 +1291,7 @@
},
{
"cell_type": "markdown",
- "id": "42704ae1",
+ "id": "cb9884ab",
"metadata": {
"editable": true
},
@@ -1304,7 +1304,7 @@
},
{
"cell_type": "markdown",
- "id": "599d4583",
+ "id": "b24453fb",
"metadata": {
"editable": true
},
@@ -1316,7 +1316,7 @@
},
{
"cell_type": "markdown",
- "id": "68bc1579",
+ "id": "62bc8a5b",
"metadata": {
"editable": true
},
@@ -1326,7 +1326,7 @@
},
{
"cell_type": "markdown",
- "id": "effaa02c",
+ "id": "8dc4ac4f",
"metadata": {
"editable": true
},
@@ -1338,7 +1338,7 @@
},
{
"cell_type": "markdown",
- "id": "7bca8dae",
+ "id": "24eb3ea9",
"metadata": {
"editable": true
},
@@ -1348,7 +1348,7 @@
},
{
"cell_type": "markdown",
- "id": "98f4abf6",
+ "id": "17e61e05",
"metadata": {
"editable": true
},
@@ -1360,7 +1360,7 @@
},
{
"cell_type": "markdown",
- "id": "174b8301",
+ "id": "668ce795",
"metadata": {
"editable": true
},
@@ -1393,7 +1393,7 @@
},
{
"cell_type": "markdown",
- "id": "c27868e7",
+ "id": "a9d928b4",
"metadata": {
"editable": true
},
@@ -1417,7 +1417,7 @@
},
{
"cell_type": "markdown",
- "id": "4e186613",
+ "id": "8d90c2e6",
"metadata": {
"editable": true
},
@@ -1429,7 +1429,7 @@
},
{
"cell_type": "markdown",
- "id": "de14f377",
+ "id": "cc06af15",
"metadata": {
"editable": true
},
@@ -1441,7 +1441,7 @@
},
{
"cell_type": "markdown",
- "id": "d58b7844",
+ "id": "112a1059",
"metadata": {
"editable": true
},
@@ -1469,7 +1469,7 @@
},
{
"cell_type": "markdown",
- "id": "a80689ac",
+ "id": "ffb32e40",
"metadata": {
"editable": true
},
@@ -1495,7 +1495,7 @@
},
{
"cell_type": "markdown",
- "id": "9fb59f50",
+ "id": "f2465e94",
"metadata": {
"editable": true
},
@@ -1518,7 +1518,7 @@
},
{
"cell_type": "markdown",
- "id": "70a6d2dd",
+ "id": "3c21f125",
"metadata": {
"editable": true
},
@@ -1545,7 +1545,7 @@
},
{
"cell_type": "markdown",
- "id": "6e119b7b",
+ "id": "2ae888b1",
"metadata": {
"editable": true
},
@@ -1564,7 +1564,7 @@
},
{
"cell_type": "markdown",
- "id": "77097ddd",
+ "id": "9fd7b086",
"metadata": {
"editable": true
},
@@ -1576,7 +1576,7 @@
},
{
"cell_type": "markdown",
- "id": "4cae3dd5",
+ "id": "97c64035",
"metadata": {
"editable": true
},
@@ -1589,7 +1589,7 @@
},
{
"cell_type": "markdown",
- "id": "a5e98629",
+ "id": "090e1d61",
"metadata": {
"editable": true
},
@@ -1601,7 +1601,7 @@
},
{
"cell_type": "markdown",
- "id": "aa3ef810",
+ "id": "3ff832f6",
"metadata": {
"editable": true
},
@@ -1611,7 +1611,7 @@
},
{
"cell_type": "markdown",
- "id": "c76b96a3",
+ "id": "990022cf",
"metadata": {
"editable": true
},
@@ -1623,7 +1623,7 @@
},
{
"cell_type": "markdown",
- "id": "4cefe57a",
+ "id": "3d4623fd",
"metadata": {
"editable": true
},
@@ -1633,7 +1633,7 @@
},
{
"cell_type": "markdown",
- "id": "c9edea92",
+ "id": "24757786",
"metadata": {
"editable": true
},
@@ -1645,7 +1645,7 @@
},
{
"cell_type": "markdown",
- "id": "bd1fb3be",
+ "id": "4e7287cb",
"metadata": {
"editable": true
},
@@ -1656,7 +1656,7 @@
{
"cell_type": "code",
"execution_count": 10,
- "id": "5f6ba93c",
+ "id": "88365c56",
"metadata": {
"collapsed": false,
"editable": true
@@ -1700,7 +1700,7 @@
},
{
"cell_type": "markdown",
- "id": "7e1e2506",
+ "id": "33dd69f6",
"metadata": {
"editable": true
},
@@ -1711,7 +1711,7 @@
{
"cell_type": "code",
"execution_count": 11,
- "id": "02b022b3",
+ "id": "7249a856",
"metadata": {
"collapsed": false,
"editable": true
@@ -1746,7 +1746,7 @@
},
{
"cell_type": "markdown",
- "id": "61e7bc10",
+ "id": "e0abe1c7",
"metadata": {
"editable": true
},
@@ -1759,7 +1759,7 @@
{
"cell_type": "code",
"execution_count": 12,
- "id": "7c2b89d8",
+ "id": "cc359cc5",
"metadata": {
"collapsed": false,
"editable": true
@@ -1777,7 +1777,7 @@
},
{
"cell_type": "markdown",
- "id": "119e6f80",
+ "id": "a44bc504",
"metadata": {
"editable": true
},
@@ -1791,7 +1791,7 @@
{
"cell_type": "code",
"execution_count": 13,
- "id": "6ee8bc68",
+ "id": "62e9c15a",
"metadata": {
"collapsed": false,
"editable": true
@@ -1810,7 +1810,7 @@
},
{
"cell_type": "markdown",
- "id": "a4b84e02",
+ "id": "8ce93ced",
"metadata": {
"editable": true
},
@@ -1830,7 +1830,7 @@
},
{
"cell_type": "markdown",
- "id": "4f60ad2d",
+ "id": "b6c82254",
"metadata": {
"editable": true
},
@@ -1847,7 +1847,7 @@
},
{
"cell_type": "markdown",
- "id": "24b47ddc",
+ "id": "3e4d177d",
"metadata": {
"editable": true
},
@@ -1859,7 +1859,7 @@
},
{
"cell_type": "markdown",
- "id": "39464769",
+ "id": "e5336f8c",
"metadata": {
"editable": true
},
@@ -1876,7 +1876,7 @@
},
{
"cell_type": "markdown",
- "id": "a3b5165f",
+ "id": "03ca4b8e",
"metadata": {
"editable": true
},
@@ -1889,7 +1889,7 @@
},
{
"cell_type": "markdown",
- "id": "646423be",
+ "id": "6d33c039",
"metadata": {
"editable": true
},
@@ -1901,7 +1901,7 @@
},
{
"cell_type": "markdown",
- "id": "869ddef0",
+ "id": "c6c3616a",
"metadata": {
"editable": true
},
@@ -1911,7 +1911,7 @@
},
{
"cell_type": "markdown",
- "id": "848e0256",
+ "id": "a2e8af11",
"metadata": {
"editable": true
},
@@ -1923,7 +1923,7 @@
},
{
"cell_type": "markdown",
- "id": "96cb2375",
+ "id": "86d2d49e",
"metadata": {
"editable": true
},
@@ -1933,7 +1933,7 @@
},
{
"cell_type": "markdown",
- "id": "a92647bd",
+ "id": "e49d9197",
"metadata": {
"editable": true
},
@@ -1945,7 +1945,7 @@
},
{
"cell_type": "markdown",
- "id": "95cc9640",
+ "id": "9378a65a",
"metadata": {
"editable": true
},
@@ -1958,7 +1958,7 @@
},
{
"cell_type": "markdown",
- "id": "6cbf86f3",
+ "id": "3f00b965",
"metadata": {
"editable": true
},
@@ -2002,7 +2002,7 @@
},
{
"cell_type": "markdown",
- "id": "bcce00cd",
+ "id": "a5566bfb",
"metadata": {
"editable": true
},
@@ -2013,7 +2013,7 @@
{
"cell_type": "code",
"execution_count": 14,
- "id": "d84c1ee7",
+ "id": "1c389df8",
"metadata": {
"collapsed": false,
"editable": true
@@ -2091,7 +2091,7 @@
},
{
"cell_type": "markdown",
- "id": "a7a06011",
+ "id": "ab939a5d",
"metadata": {
"editable": true
},
@@ -2109,7 +2109,7 @@
{
"cell_type": "code",
"execution_count": 15,
- "id": "67e927ae",
+ "id": "59921d80",
"metadata": {
"collapsed": false,
"editable": true
@@ -2180,7 +2180,7 @@
},
{
"cell_type": "markdown",
- "id": "976d8395",
+ "id": "c6ad883e",
"metadata": {
"editable": true
},
@@ -2219,7 +2219,7 @@
},
{
"cell_type": "markdown",
- "id": "3341e072",
+ "id": "a7174bbd",
"metadata": {
"editable": true
},
@@ -2230,7 +2230,7 @@
{
"cell_type": "code",
"execution_count": 16,
- "id": "87cdf290",
+ "id": "9599792d",
"metadata": {
"collapsed": false,
"editable": true
@@ -2282,7 +2282,7 @@
},
{
"cell_type": "markdown",
- "id": "f4f316b5",
+ "id": "c00f0315",
"metadata": {
"editable": true
},
@@ -2293,7 +2293,7 @@
{
"cell_type": "code",
"execution_count": 17,
- "id": "a78508fe",
+ "id": "86aaa97e",
"metadata": {
"collapsed": false,
"editable": true
@@ -2368,7 +2368,7 @@
},
{
"cell_type": "markdown",
- "id": "97bddaf3",
+ "id": "8f3514ec",
"metadata": {
"editable": true
},
@@ -2379,7 +2379,7 @@
{
"cell_type": "code",
"execution_count": 18,
- "id": "82dc3b25",
+ "id": "5bbb8478",
"metadata": {
"collapsed": false,
"editable": true
@@ -2410,7 +2410,7 @@
},
{
"cell_type": "markdown",
- "id": "5c4228ee",
+ "id": "4ecb54ea",
"metadata": {
"editable": true
},
@@ -2421,7 +2421,7 @@
{
"cell_type": "code",
"execution_count": 19,
- "id": "6483268f",
+ "id": "cbb4f044",
"metadata": {
"collapsed": false,
"editable": true
@@ -2439,7 +2439,7 @@
{
"cell_type": "code",
"execution_count": 20,
- "id": "7e06c5d3",
+ "id": "555d5a46",
"metadata": {
"collapsed": false,
"editable": true
@@ -2454,7 +2454,7 @@
},
{
"cell_type": "markdown",
- "id": "7a690ce3",
+ "id": "86a612b0",
"metadata": {
"editable": true
},
@@ -2465,7 +2465,7 @@
{
"cell_type": "code",
"execution_count": 21,
- "id": "e24a9b28",
+ "id": "99eac6ff",
"metadata": {
"collapsed": false,
"editable": true
@@ -2515,7 +2515,7 @@
{
"cell_type": "code",
"execution_count": 22,
- "id": "4612091c",
+ "id": "c7c8bcef",
"metadata": {
"collapsed": false,
"editable": true
@@ -2554,7 +2554,7 @@
},
{
"cell_type": "markdown",
- "id": "0419ea20",
+ "id": "1c8da509",
"metadata": {
"editable": true
},
@@ -2578,7 +2578,7 @@
},
{
"cell_type": "markdown",
- "id": "08b2b371",
+ "id": "83343b1d",
"metadata": {
"editable": true
},
@@ -2606,7 +2606,7 @@
},
{
"cell_type": "markdown",
- "id": "d38b474b",
+ "id": "9215fea9",
"metadata": {
"editable": true
},
@@ -2637,7 +2637,7 @@
},
{
"cell_type": "markdown",
- "id": "c1f8f3be",
+ "id": "42ea4481",
"metadata": {
"editable": true
},
@@ -2653,7 +2653,7 @@
},
{
"cell_type": "markdown",
- "id": "19816c2f",
+ "id": "755ba7d5",
"metadata": {
"editable": true
},
@@ -2675,7 +2675,7 @@
},
{
"cell_type": "markdown",
- "id": "d04e32ab",
+ "id": "5c830963",
"metadata": {
"editable": true
},
@@ -2707,7 +2707,7 @@
},
{
"cell_type": "markdown",
- "id": "abc9e5c3",
+ "id": "f71a5e47",
"metadata": {
"editable": true
},
@@ -2718,7 +2718,7 @@
{
"cell_type": "code",
"execution_count": 23,
- "id": "7dcbb954",
+ "id": "75ddd94b",
"metadata": {
"collapsed": false,
"editable": true
@@ -2742,7 +2742,7 @@
},
{
"cell_type": "markdown",
- "id": "739626ee",
+ "id": "d06f6a72",
"metadata": {
"editable": true
},
@@ -2753,7 +2753,7 @@
{
"cell_type": "code",
"execution_count": 24,
- "id": "8a00e190",
+ "id": "c9d3a668",
"metadata": {
"collapsed": false,
"editable": true
@@ -2807,7 +2807,7 @@
},
{
"cell_type": "markdown",
- "id": "6682e310",
+ "id": "8cf94cb2",
"metadata": {
"editable": true
},
@@ -2818,7 +2818,7 @@
{
"cell_type": "code",
"execution_count": 25,
- "id": "ad38c64e",
+ "id": "1809b229",
"metadata": {
"collapsed": false,
"editable": true
@@ -2848,7 +2848,7 @@
{
"cell_type": "code",
"execution_count": 26,
- "id": "11fbf3f1",
+ "id": "7f5e214a",
"metadata": {
"collapsed": false,
"editable": true
@@ -2866,7 +2866,7 @@
{
"cell_type": "code",
"execution_count": 27,
- "id": "e737d148",
+ "id": "95fedf11",
"metadata": {
"collapsed": false,
"editable": true
@@ -2886,7 +2886,7 @@
{
"cell_type": "code",
"execution_count": 28,
- "id": "66ce9dce",
+ "id": "130babf8",
"metadata": {
"collapsed": false,
"editable": true
@@ -2903,7 +2903,7 @@
},
{
"cell_type": "markdown",
- "id": "48037643",
+ "id": "d68b7f11",
"metadata": {
"editable": true
},
@@ -2914,7 +2914,7 @@
{
"cell_type": "code",
"execution_count": 29,
- "id": "239a09a1",
+ "id": "b878ae27",
"metadata": {
"collapsed": false,
"editable": true
@@ -2934,7 +2934,7 @@
{
"cell_type": "code",
"execution_count": 30,
- "id": "e146ce02",
+ "id": "e3c16470",
"metadata": {
"collapsed": false,
"editable": true
@@ -2948,7 +2948,7 @@
{
"cell_type": "code",
"execution_count": 31,
- "id": "260066c7",
+ "id": "87aac131",
"metadata": {
"collapsed": false,
"editable": true
@@ -2964,7 +2964,7 @@
{
"cell_type": "code",
"execution_count": 32,
- "id": "0a81f1b0",
+ "id": "6d9bc320",
"metadata": {
"collapsed": false,
"editable": true
@@ -3002,7 +3002,7 @@
},
{
"cell_type": "markdown",
- "id": "97efcdc9",
+ "id": "abdc745b",
"metadata": {
"editable": true
},
@@ -3016,7 +3016,7 @@
{
"cell_type": "code",
"execution_count": 33,
- "id": "9c2a48b5",
+ "id": "b010bbb5",
"metadata": {
"collapsed": false,
"editable": true
diff --git a/doc/src/week44/week44.do.txt b/doc/src/week44/week44.do.txt
index ee1c95611..1401efb72 100644
--- a/doc/src/week44/week44.do.txt
+++ b/doc/src/week44/week44.do.txt
@@ -17,7 +17,7 @@ o "Video on Clustering":"https://www.youtube.com/watch?v=esmzYhuFnds&ab_channel=
!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"
+o Clustering and PCA, see Geron's chapter 8 and "Lecture notes":"https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter8.html". Bishop's chapter 9.1 is also a good read.
!eblock
!split