diff --git a/doc/pub/week37/html/._week37-bs001.html b/doc/pub/week37/html/._week37-bs001.html
index b03f4661f..20713676b 100644
--- a/doc/pub/week37/html/._week37-bs001.html
+++ b/doc/pub/week37/html/._week37-bs001.html
@@ -296,9 +296,10 @@ MathJax.Hub.Config({
Material for the lecture on Monday September 9
-
-
+
+
Statistical interpretation of Ridge and Lasso regression, see also slides from last week
Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff (this may partly be discussed during the exercise sessions as well.
@@ -220,8 +224,6 @@ MathJax.Hub.Config({
Video on bias-variance tradeoff
-
-
diff --git a/doc/pub/week37/html/week37-solarized.html b/doc/pub/week37/html/week37-solarized.html
index 8ffb0cd00..3bf4e5f89 100644
--- a/doc/pub/week37/html/week37-solarized.html
+++ b/doc/pub/week37/html/week37-solarized.html
@@ -266,9 +266,10 @@ MathJax.Hub.Config({
Material for the lecture on Monday September 9
-
-
Statistical interpretation of Ridge and Lasso regression, see also slides from last week
Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff (this may partly be discussed during the exercise sessions as well.
Readings and Videos:
@@ -279,7 +280,6 @@ MathJax.Hub.Config({
Video on Bootstrapping
Video on bias-variance tradeoff
-
diff --git a/doc/pub/week37/html/week37.html b/doc/pub/week37/html/week37.html
index 10a79eecd..2d8e67fcf 100644
--- a/doc/pub/week37/html/week37.html
+++ b/doc/pub/week37/html/week37.html
@@ -343,9 +343,10 @@ MathJax.Hub.Config({
Material for the lecture on Monday September 9
-
-
Statistical interpretation of Ridge and Lasso regression, see also slides from last week
Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff (this may partly be discussed during the exercise sessions as well.
Readings and Videos:
@@ -356,7 +357,6 @@ MathJax.Hub.Config({
Video on Bootstrapping
Video on bias-variance tradeoff
-
diff --git a/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz b/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz
index f5a3d4866..7ebb708da 100644
Binary files a/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz and b/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz differ
diff --git a/doc/pub/week37/ipynb/week37.ipynb b/doc/pub/week37/ipynb/week37.ipynb
index 2281efc10..23e4f6cc9 100644
--- a/doc/pub/week37/ipynb/week37.ipynb
+++ b/doc/pub/week37/ipynb/week37.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "markdown",
- "id": "1abc3180",
+ "id": "14b74d82",
"metadata": {
"editable": true
},
@@ -14,7 +14,7 @@
},
{
"cell_type": "markdown",
- "id": "c1daea13",
+ "id": "98c332a6",
"metadata": {
"editable": true
},
@@ -29,7 +29,7 @@
},
{
"cell_type": "markdown",
- "id": "44f3b13a",
+ "id": "39288149",
"metadata": {
"editable": true
},
@@ -38,14 +38,15 @@
"\n",
"**Material for the lecture on Monday September 9.**\n",
"\n",
- "\n",
- "\n",
+ " * [Video of Lecture](https://youtu.be/omLmp_kkie0)\n",
+ "\n",
+ " * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember9.pdf)\n",
+ "\n",
" * Statistical interpretation of Ridge and Lasso regression, see also slides from last week\n",
"\n",
" * Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff (this may partly be discussed during the exercise sessions as well.\n",
"\n",
" * Readings and Videos:\n",
- "\n",
" * Raschka et al, pages 175-192\n",
"\n",
" * Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap). See