From aef72f0bc785e845c7fae7fa7fd4381de2330450 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Sun, 28 Aug 2022 22:52:53 +0200
Subject: [PATCH] updating course

---
 doc/web/course.dlog             | 3 +++
 doc/web/course.do.txt           | 2 +-
 doc/web/course.html             | 7 ++++---
 doc/web/tmp_mako__course.do.txt | 2 +-
 4 files changed, 9 insertions(+), 5 deletions(-)

diff --git a/doc/web/course.dlog b/doc/web/course.dlog
index 8ebfb5b42..2f86cf6eb 100644
--- a/doc/web/course.dlog
+++ b/doc/web/course.dlog
@@ -207,3 +207,6 @@ output in course.html
 running mako on course.do.txt to make tmp_mako__course.do.txt
 Translating doconce text in tmp_mako__course.do.txt to html
 output in course.html
+running mako on course.do.txt to make tmp_mako__course.do.txt
+Translating doconce text in tmp_mako__course.do.txt to html
+output in course.html
diff --git a/doc/web/course.do.txt b/doc/web/course.do.txt
index db623c225..797c79c48 100644
--- a/doc/web/course.do.txt
+++ b/doc/web/course.do.txt
@@ -6,7 +6,7 @@ pub_url = 'https://compphysics.github.io/MachineLearning/doc/pub'
 published = ['week34', 'week35', 'week36', 'week37', 'week38', 'week39', 'week40', 'week41', 'week42', 'week43', 'week44', 'week45', 'week46', 'week47', ]
 chapters = {
  'week34': 'Week 34 August 22-26:Basic introduction to the course with schedule etc and start Linear Regression',
- 'week35': 'Week 35 August 29- September 2: Linear regression, from ordinary Least Squares to Ridge and Lasso Regression',
+ 'week35': 'Week 35 August 29- September 2: Linear regression, from ordinary Least Squares to Ridge and Lasso Regression, Elements of Statistics',
  'week36': 'Week 36 September 5-9: Statistical analysis and discussion of Ridge and Lasso regression',
  'week37': 'Week 37 September 12-16: Resampling techniques, Cross-validation and the Bootstrap',
  'week38': 'Week 38 September 19-23: Summary of linear regression methods and start Logistic Regression',
diff --git a/doc/web/course.html b/doc/web/course.html
index 99e7e2c3e..51634e88f 100644
--- a/doc/web/course.html
+++ b/doc/web/course.html
@@ -123,10 +123,11 @@ div.toc p,a {
                None,
                'week-34-august-22-26-basic-introduction-to-the-course-with-schedule-etc-and-start-linear-regression'),
               ('Week 35 August 29- September 2: Linear regression, from '
-               'ordinary Least Squares to Ridge and Lasso Regression',
+               'ordinary Least Squares to Ridge and Lasso Regression, Elements '
+               'of Statistics',
                2,
                None,
-               'week-35-august-29-september-2-linear-regression-from-ordinary-least-squares-to-ridge-and-lasso-regression'),
+               'week-35-august-29-september-2-linear-regression-from-ordinary-least-squares-to-ridge-and-lasso-regression-elements-of-statistics'),
               ('Week 36 September 5-9: Statistical analysis and discussion of '
                'Ridge and Lasso regression',
                2,
@@ -242,7 +243,7 @@ end of tocinfo -->
    <li> <a href="https://compphysics.github.io/MachineLearning/doc/pub/week34/ipynb/week34.ipynb" target="_self">ipynb file</a></li>
 </ul>
 </ul>
-<h2 id="week-35-august-29-september-2-linear-regression-from-ordinary-least-squares-to-ridge-and-lasso-regression">Week 35 August 29- September 2: Linear regression, from ordinary Least Squares to Ridge and Lasso Regression </h2>
+<h2 id="week-35-august-29-september-2-linear-regression-from-ordinary-least-squares-to-ridge-and-lasso-regression-elements-of-statistics">Week 35 August 29- September 2: Linear regression, from ordinary Least Squares to Ridge and Lasso Regression, Elements of Statistics </h2>
 
 <ul>
  <li> HTML:</li>
diff --git a/doc/web/tmp_mako__course.do.txt b/doc/web/tmp_mako__course.do.txt
index afb8cd481..705b1e909 100644
--- a/doc/web/tmp_mako__course.do.txt
+++ b/doc/web/tmp_mako__course.do.txt
@@ -27,7 +27,7 @@ The teaching material is produced in various formats for running codes (jupyter
    * "ipynb file": "https://compphysics.github.io/MachineLearning/doc/pub/week34/ipynb/week34.ipynb"
 
 
-===== Week 35 August 29- September 2: Linear regression, from ordinary Least Squares to Ridge and Lasso Regression =====
+===== Week 35 August 29- September 2: Linear regression, from ordinary Least Squares to Ridge and Lasso Regression, Elements of Statistics =====