diff --git a/doc/pub/week45/html/._week45-bs000.html b/doc/pub/week45/html/._week45-bs000.html
index 817a4baea..5bdd49d56 100644
--- a/doc/pub/week45/html/._week45-bs000.html
+++ b/doc/pub/week45/html/._week45-bs000.html
@@ -187,7 +187,7 @@ MathJax.Hub.Config({
-Nov 6, 2022
+Nov 8, 2022
diff --git a/doc/pub/week45/html/._week45-bs001.html b/doc/pub/week45/html/._week45-bs001.html
index af30ca85d..517fcab98 100644
--- a/doc/pub/week45/html/._week45-bs001.html
+++ b/doc/pub/week45/html/._week45-bs001.html
@@ -192,7 +192,7 @@ MathJax.Hub.Config({
diff --git a/doc/pub/week45/html/week45-bs.html b/doc/pub/week45/html/week45-bs.html
index 817a4baea..5bdd49d56 100644
--- a/doc/pub/week45/html/week45-bs.html
+++ b/doc/pub/week45/html/week45-bs.html
@@ -187,7 +187,7 @@ MathJax.Hub.Config({
-Nov 6, 2022
+Nov 8, 2022
diff --git a/doc/pub/week45/html/week45-reveal.html b/doc/pub/week45/html/week45-reveal.html
index 6cc7c9a20..c71cd111c 100644
--- a/doc/pub/week45/html/week45-reveal.html
+++ b/doc/pub/week45/html/week45-reveal.html
@@ -184,7 +184,7 @@ MathJax.Hub.Config({
-Nov 6, 2022
+Nov 8, 2022
@@ -218,7 +218,7 @@ MathJax.Hub.Config({
Reading
-- Hastie et al, chapter 10.1-10.10
+- Hastie et al, chapter 10.1-10.10. Geron's chapters 6 and 7 are also useful.
diff --git a/doc/pub/week45/html/week45-solarized.html b/doc/pub/week45/html/week45-solarized.html
index 55970f5e3..bcfcac7ab 100644
--- a/doc/pub/week45/html/week45-solarized.html
+++ b/doc/pub/week45/html/week45-solarized.html
@@ -167,7 +167,7 @@ MathJax.Hub.Config({
-Nov 6, 2022
+Nov 8, 2022
@@ -194,7 +194,7 @@ MathJax.Hub.Config({
Reading
-- Hastie et al, chapter 10.1-10.10
+- Hastie et al, chapter 10.1-10.10. Geron's chapters 6 and 7 are also useful.
diff --git a/doc/pub/week45/html/week45.html b/doc/pub/week45/html/week45.html
index 3127dc949..fec9a604c 100644
--- a/doc/pub/week45/html/week45.html
+++ b/doc/pub/week45/html/week45.html
@@ -244,7 +244,7 @@ MathJax.Hub.Config({
-Nov 6, 2022
+Nov 8, 2022
@@ -271,7 +271,7 @@ MathJax.Hub.Config({
Reading
-- Hastie et al, chapter 10.1-10.10
+- Hastie et al, chapter 10.1-10.10. Geron's chapters 6 and 7 are also useful.
diff --git a/doc/pub/week45/ipynb/ipynb-week45-src.tar.gz b/doc/pub/week45/ipynb/ipynb-week45-src.tar.gz
index 5106caaf3..db51604f2 100644
Binary files a/doc/pub/week45/ipynb/ipynb-week45-src.tar.gz and b/doc/pub/week45/ipynb/ipynb-week45-src.tar.gz differ
diff --git a/doc/pub/week45/ipynb/week45.ipynb b/doc/pub/week45/ipynb/week45.ipynb
index ec1733e0d..c3b5d9726 100644
--- a/doc/pub/week45/ipynb/week45.ipynb
+++ b/doc/pub/week45/ipynb/week45.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "markdown",
- "id": "5d0f5baa",
+ "id": "69ffa59c",
"metadata": {
"editable": true
},
@@ -14,7 +14,7 @@
},
{
"cell_type": "markdown",
- "id": "a1cc809f",
+ "id": "22893fe1",
"metadata": {
"editable": true
},
@@ -22,14 +22,14 @@
"# Week 45: Decisions Trees, Random Forests, Bagging and Boosting\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: **Nov 6, 2022**\n",
+ "Date: **Nov 8, 2022**\n",
"\n",
"Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license"
]
},
{
"cell_type": "markdown",
- "id": "71a0b699",
+ "id": "6ed587a5",
"metadata": {
"editable": true
},
@@ -52,12 +52,12 @@
"\n",
"**Reading.**\n",
"\n",
- "1. [Hastie et al, chapter 10.1-10.10](https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf)"
+ "1. [Hastie et al, chapter 10.1-10.10](https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf). Geron's chapters 6 and 7 are also useful."
]
},
{
"cell_type": "markdown",
- "id": "39e049b0",
+ "id": "20a33b84",
"metadata": {
"editable": true
},
@@ -68,7 +68,7 @@
{
"cell_type": "code",
"execution_count": 1,
- "id": "ebd16dd3",
+ "id": "4cddf972",
"metadata": {
"collapsed": false,
"editable": true
@@ -167,7 +167,7 @@
},
{
"cell_type": "markdown",
- "id": "d703c0d6",
+ "id": "3f3b4ec0",
"metadata": {
"editable": true
},
@@ -187,7 +187,7 @@
},
{
"cell_type": "markdown",
- "id": "ccee85a0",
+ "id": "1d2fa07b",
"metadata": {
"editable": true
},
@@ -201,7 +201,7 @@
},
{
"cell_type": "markdown",
- "id": "a519ddc4",
+ "id": "ae378fc0",
"metadata": {
"editable": true
},
@@ -213,7 +213,7 @@
},
{
"cell_type": "markdown",
- "id": "db6968e5",
+ "id": "b659b768",
"metadata": {
"editable": true
},
@@ -230,7 +230,7 @@
},
{
"cell_type": "markdown",
- "id": "e7132763",
+ "id": "25f72330",
"metadata": {
"editable": true
},
@@ -242,7 +242,7 @@
},
{
"cell_type": "markdown",
- "id": "647540de",
+ "id": "45aa3f32",
"metadata": {
"editable": true
},
@@ -256,7 +256,7 @@
},
{
"cell_type": "markdown",
- "id": "fe9d52b3",
+ "id": "b4c3c38c",
"metadata": {
"editable": true
},
@@ -268,7 +268,7 @@
},
{
"cell_type": "markdown",
- "id": "00d09af0",
+ "id": "3e6e9b65",
"metadata": {
"editable": true
},
@@ -281,7 +281,7 @@
},
{
"cell_type": "markdown",
- "id": "722da425",
+ "id": "05fbdabe",
"metadata": {
"editable": true
},
@@ -293,7 +293,7 @@
},
{
"cell_type": "markdown",
- "id": "3954663b",
+ "id": "1ed2d372",
"metadata": {
"editable": true
},
@@ -303,7 +303,7 @@
},
{
"cell_type": "markdown",
- "id": "f63c1e38",
+ "id": "551e69df",
"metadata": {
"editable": true
},
@@ -331,7 +331,7 @@
},
{
"cell_type": "markdown",
- "id": "d8d5c7ac",
+ "id": "a9173c39",
"metadata": {
"editable": true
},
@@ -347,7 +347,7 @@
},
{
"cell_type": "markdown",
- "id": "96cf5cd8",
+ "id": "51535a0f",
"metadata": {
"editable": true
},
@@ -359,7 +359,7 @@
},
{
"cell_type": "markdown",
- "id": "439579c9",
+ "id": "ddad2f59",
"metadata": {
"editable": true
},
@@ -370,7 +370,7 @@
},
{
"cell_type": "markdown",
- "id": "c38ab9a3",
+ "id": "96d2aee2",
"metadata": {
"editable": true
},
@@ -382,7 +382,7 @@
},
{
"cell_type": "markdown",
- "id": "8e21cd6d",
+ "id": "ed53f899",
"metadata": {
"editable": true
},
@@ -392,7 +392,7 @@
},
{
"cell_type": "markdown",
- "id": "704b3592",
+ "id": "573671e9",
"metadata": {
"editable": true
},
@@ -404,7 +404,7 @@
},
{
"cell_type": "markdown",
- "id": "7476b8be",
+ "id": "4e261b39",
"metadata": {
"editable": true
},
@@ -414,7 +414,7 @@
},
{
"cell_type": "markdown",
- "id": "03d12a19",
+ "id": "88f94be1",
"metadata": {
"editable": true
},
@@ -426,7 +426,7 @@
},
{
"cell_type": "markdown",
- "id": "7fb4048b",
+ "id": "8d5732c1",
"metadata": {
"editable": true
},
@@ -436,7 +436,7 @@
},
{
"cell_type": "markdown",
- "id": "0c1adb18",
+ "id": "244df7ff",
"metadata": {
"editable": true
},
@@ -448,7 +448,7 @@
},
{
"cell_type": "markdown",
- "id": "60880562",
+ "id": "15a2125d",
"metadata": {
"editable": true
},
@@ -462,7 +462,7 @@
},
{
"cell_type": "markdown",
- "id": "372bc35c",
+ "id": "8f34d330",
"metadata": {
"editable": true
},
@@ -478,7 +478,7 @@
},
{
"cell_type": "markdown",
- "id": "b65e2b72",
+ "id": "b58de40d",
"metadata": {
"editable": true
},
@@ -490,7 +490,7 @@
},
{
"cell_type": "markdown",
- "id": "12464e0a",
+ "id": "630a85ef",
"metadata": {
"editable": true
},
@@ -506,7 +506,7 @@
},
{
"cell_type": "markdown",
- "id": "efc71414",
+ "id": "e19f8094",
"metadata": {
"editable": true
},
@@ -518,7 +518,7 @@
},
{
"cell_type": "markdown",
- "id": "bc2c815d",
+ "id": "1bd1ca26",
"metadata": {
"editable": true
},
@@ -528,7 +528,7 @@
},
{
"cell_type": "markdown",
- "id": "de0906dc",
+ "id": "28c94b01",
"metadata": {
"editable": true
},
@@ -540,7 +540,7 @@
},
{
"cell_type": "markdown",
- "id": "fc08da05",
+ "id": "cd5a9b54",
"metadata": {
"editable": true
},
@@ -552,7 +552,7 @@
},
{
"cell_type": "markdown",
- "id": "1ad3aec7",
+ "id": "c80e3529",
"metadata": {
"editable": true
},
@@ -564,7 +564,7 @@
},
{
"cell_type": "markdown",
- "id": "4d661142",
+ "id": "9836bef1",
"metadata": {
"editable": true
},
@@ -575,7 +575,7 @@
},
{
"cell_type": "markdown",
- "id": "373fd6db",
+ "id": "0118af58",
"metadata": {
"editable": true
},
@@ -587,7 +587,7 @@
},
{
"cell_type": "markdown",
- "id": "241ade2a",
+ "id": "c12b4a0d",
"metadata": {
"editable": true
},
@@ -598,7 +598,7 @@
},
{
"cell_type": "markdown",
- "id": "ced9d9f4",
+ "id": "ed7915b4",
"metadata": {
"editable": true
},
@@ -610,7 +610,7 @@
},
{
"cell_type": "markdown",
- "id": "9b361f88",
+ "id": "bed73666",
"metadata": {
"editable": true
},
@@ -620,7 +620,7 @@
},
{
"cell_type": "markdown",
- "id": "e0665101",
+ "id": "5cf114dd",
"metadata": {
"editable": true
},
@@ -632,7 +632,7 @@
},
{
"cell_type": "markdown",
- "id": "a8189cf6",
+ "id": "99c625b1",
"metadata": {
"editable": true
},
@@ -644,7 +644,7 @@
},
{
"cell_type": "markdown",
- "id": "509020f9",
+ "id": "d33941de",
"metadata": {
"editable": true
},
@@ -656,7 +656,7 @@
},
{
"cell_type": "markdown",
- "id": "1ea5083e",
+ "id": "8c90eae5",
"metadata": {
"editable": true
},
@@ -668,7 +668,7 @@
},
{
"cell_type": "markdown",
- "id": "f021311a",
+ "id": "7d0065c2",
"metadata": {
"editable": true
},
@@ -678,7 +678,7 @@
},
{
"cell_type": "markdown",
- "id": "714b2b90",
+ "id": "30537f2c",
"metadata": {
"editable": true
},
@@ -690,7 +690,7 @@
},
{
"cell_type": "markdown",
- "id": "57df0a90",
+ "id": "d37b9ab1",
"metadata": {
"editable": true
},
@@ -700,7 +700,7 @@
},
{
"cell_type": "markdown",
- "id": "7dd87728",
+ "id": "c972723b",
"metadata": {
"editable": true
},
@@ -712,7 +712,7 @@
},
{
"cell_type": "markdown",
- "id": "647ba1c0",
+ "id": "a4f86aa7",
"metadata": {
"editable": true
},
@@ -722,7 +722,7 @@
},
{
"cell_type": "markdown",
- "id": "499ab775",
+ "id": "25115dd1",
"metadata": {
"editable": true
},
@@ -734,7 +734,7 @@
},
{
"cell_type": "markdown",
- "id": "6fd9ba90",
+ "id": "1b3ec70a",
"metadata": {
"editable": true
},
@@ -744,7 +744,7 @@
},
{
"cell_type": "markdown",
- "id": "e2318f01",
+ "id": "d99f2c28",
"metadata": {
"editable": true
},
@@ -756,7 +756,7 @@
},
{
"cell_type": "markdown",
- "id": "461b32c3",
+ "id": "784d5cf1",
"metadata": {
"editable": true
},
@@ -766,7 +766,7 @@
},
{
"cell_type": "markdown",
- "id": "c8b03689",
+ "id": "3f2bfe8f",
"metadata": {
"editable": true
},
@@ -778,7 +778,7 @@
},
{
"cell_type": "markdown",
- "id": "47d84c49",
+ "id": "ff895053",
"metadata": {
"editable": true
},
@@ -798,7 +798,7 @@
},
{
"cell_type": "markdown",
- "id": "16159393",
+ "id": "2a56a0f2",
"metadata": {
"editable": true
},
@@ -810,7 +810,7 @@
},
{
"cell_type": "markdown",
- "id": "297ad278",
+ "id": "e9df78f4",
"metadata": {
"editable": true
},
@@ -820,7 +820,7 @@
},
{
"cell_type": "markdown",
- "id": "4c619128",
+ "id": "dbd929f5",
"metadata": {
"editable": true
},
@@ -836,7 +836,7 @@
},
{
"cell_type": "markdown",
- "id": "41cd0b50",
+ "id": "c2afd475",
"metadata": {
"editable": true
},
@@ -848,7 +848,7 @@
},
{
"cell_type": "markdown",
- "id": "9ca95984",
+ "id": "a7c172ee",
"metadata": {
"editable": true
},
@@ -876,7 +876,7 @@
},
{
"cell_type": "markdown",
- "id": "1044743b",
+ "id": "a8b51916",
"metadata": {
"editable": true
},
@@ -889,7 +889,7 @@
{
"cell_type": "code",
"execution_count": 2,
- "id": "fcf973b1",
+ "id": "6cb3eb3c",
"metadata": {
"collapsed": false,
"editable": true
@@ -921,7 +921,7 @@
},
{
"cell_type": "markdown",
- "id": "2ec8ee43",
+ "id": "dd395b89",
"metadata": {
"editable": true
},
@@ -939,7 +939,7 @@
},
{
"cell_type": "markdown",
- "id": "740c50e2",
+ "id": "1ed1052e",
"metadata": {
"editable": true
},
@@ -952,7 +952,7 @@
},
{
"cell_type": "markdown",
- "id": "be50ed96",
+ "id": "323f5865",
"metadata": {
"editable": true
},
@@ -964,7 +964,7 @@
},
{
"cell_type": "markdown",
- "id": "b247b123",
+ "id": "4e5c8544",
"metadata": {
"editable": true
},
@@ -974,7 +974,7 @@
},
{
"cell_type": "markdown",
- "id": "8a250bd9",
+ "id": "e9b4fb88",
"metadata": {
"editable": true
},
@@ -986,7 +986,7 @@
},
{
"cell_type": "markdown",
- "id": "01ec8e23",
+ "id": "ab01f1bc",
"metadata": {
"editable": true
},
@@ -996,7 +996,7 @@
},
{
"cell_type": "markdown",
- "id": "43f1e9ca",
+ "id": "320732d2",
"metadata": {
"editable": true
},
@@ -1008,7 +1008,7 @@
},
{
"cell_type": "markdown",
- "id": "f097d76e",
+ "id": "b7977014",
"metadata": {
"editable": true
},
@@ -1021,7 +1021,7 @@
},
{
"cell_type": "markdown",
- "id": "c164dbbf",
+ "id": "0fe86cf6",
"metadata": {
"editable": true
},
@@ -1033,7 +1033,7 @@
},
{
"cell_type": "markdown",
- "id": "fa91537a",
+ "id": "8a51677a",
"metadata": {
"editable": true
},
@@ -1045,7 +1045,7 @@
},
{
"cell_type": "markdown",
- "id": "1b7f5606",
+ "id": "2ebafed4",
"metadata": {
"editable": true
},
@@ -1057,7 +1057,7 @@
},
{
"cell_type": "markdown",
- "id": "953f7aa6",
+ "id": "afde236a",
"metadata": {
"editable": true
},
@@ -1067,7 +1067,7 @@
},
{
"cell_type": "markdown",
- "id": "08b92a46",
+ "id": "c529803e",
"metadata": {
"editable": true
},
@@ -1079,7 +1079,7 @@
},
{
"cell_type": "markdown",
- "id": "36cf052c",
+ "id": "58eb0e6c",
"metadata": {
"editable": true
},
@@ -1089,7 +1089,7 @@
},
{
"cell_type": "markdown",
- "id": "554af8ba",
+ "id": "0c3a10a0",
"metadata": {
"editable": true
},
@@ -1105,7 +1105,7 @@
},
{
"cell_type": "markdown",
- "id": "ba8b8439",
+ "id": "6ebff1c2",
"metadata": {
"editable": true
},
@@ -1117,7 +1117,7 @@
},
{
"cell_type": "markdown",
- "id": "8d9c4b52",
+ "id": "cea9a34e",
"metadata": {
"editable": true
},
@@ -1138,7 +1138,7 @@
},
{
"cell_type": "markdown",
- "id": "597eaf22",
+ "id": "d226041b",
"metadata": {
"editable": true
},
@@ -1149,7 +1149,7 @@
{
"cell_type": "code",
"execution_count": 3,
- "id": "251b3392",
+ "id": "bcf8516d",
"metadata": {
"collapsed": false,
"editable": true
@@ -1201,7 +1201,7 @@
},
{
"cell_type": "markdown",
- "id": "bab59665",
+ "id": "b96fef32",
"metadata": {
"editable": true
},
@@ -1212,7 +1212,7 @@
{
"cell_type": "code",
"execution_count": 4,
- "id": "d1b0876c",
+ "id": "4f8ce2c3",
"metadata": {
"collapsed": false,
"editable": true
@@ -1263,7 +1263,7 @@
},
{
"cell_type": "markdown",
- "id": "dd7e281f",
+ "id": "35426902",
"metadata": {
"editable": true
},
@@ -1286,7 +1286,7 @@
},
{
"cell_type": "markdown",
- "id": "d2ac7037",
+ "id": "bd80e051",
"metadata": {
"editable": true
},
@@ -1297,7 +1297,7 @@
{
"cell_type": "code",
"execution_count": 5,
- "id": "fd8fdb2a",
+ "id": "0f0e552d",
"metadata": {
"collapsed": false,
"editable": true
@@ -1349,7 +1349,7 @@
},
{
"cell_type": "markdown",
- "id": "ba15ae38",
+ "id": "70eaee5f",
"metadata": {
"editable": true
},
@@ -1362,7 +1362,7 @@
{
"cell_type": "code",
"execution_count": 6,
- "id": "f6f53545",
+ "id": "dbe4ac22",
"metadata": {
"collapsed": false,
"editable": true
diff --git a/doc/src/week45/week45.do.txt b/doc/src/week45/week45.do.txt
index 1de92a3d2..810ee6763 100644
--- a/doc/src/week45/week45.do.txt
+++ b/doc/src/week45/week45.do.txt
@@ -16,7 +16,7 @@ o "Video on Gradient boost, part 1, parts 2-4 follows":"https://www.youtube.com/
!eblock
!bblock Reading
-o "Hastie et al, chapter 10.1-10.10":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf"
+o "Hastie et al, chapter 10.1-10.10":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/elementsstat.pdf". Geron's chapters 6 and 7 are also useful.
!eblock