diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle
index 5a152b434..f5789f80c 100644
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diff --git a/doc/LectureNotes/_build/.doctrees/schedule.doctree b/doc/LectureNotes/_build/.doctrees/schedule.doctree
index 47faa1cfc..27caaa215 100644
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diff --git a/doc/LectureNotes/_build/html/_sources/schedule.md b/doc/LectureNotes/_build/html/_sources/schedule.md
index 5bf491f93..caaef2d59 100644
--- a/doc/LectureNotes/_build/html/_sources/schedule.md
+++ b/doc/LectureNotes/_build/html/_sources/schedule.md
@@ -63,6 +63,9 @@ For the reading assignments we use the following abbreviations:
 ###  Week 37 September 13-17
 - Lab Wednesday:  Work on  Project 1
 - Lecture Thursday: Resampling methods, cross-validation and Bootstrap
+  - Thursday September 16: Summary of Ridge and Lasso with examples and start resampling techniques
+    - Video of Lecture, first part at https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember16Firstpart.mp4?vrtx=view-as-webpage"
+    - Video of Lecture, second part at https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember16SecondPart.mp4?vrtx=view-as-webpage
 - Lecture Friday: More on Resampling methods and summary of linear regression
 
 - Reading recommendations: 
diff --git a/doc/LectureNotes/_build/html/schedule.html b/doc/LectureNotes/_build/html/schedule.html
index 3bb7c59ac..bca363031 100644
--- a/doc/LectureNotes/_build/html/schedule.html
+++ b/doc/LectureNotes/_build/html/schedule.html
@@ -460,7 +460,16 @@
 <h3>Week 37 September 13-17<a class="headerlink" href="#week-37-september-13-17" title="Permalink to this headline">¶</a></h3>
 <ul class="simple">
 <li><p>Lab Wednesday:  Work on  Project 1</p></li>
-<li><p>Lecture Thursday: Resampling methods, cross-validation and Bootstrap</p></li>
+<li><p>Lecture Thursday: Resampling methods, cross-validation and Bootstrap</p>
+<ul>
+<li><p>Thursday September 16: Summary of Ridge and Lasso with examples and start resampling techniques</p>
+<ul>
+<li><p>Video of Lecture, first part at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember16Firstpart.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember16Firstpart.mp4?vrtx=view-as-webpage</a>”</p></li>
+<li><p>Video of Lecture, second part at <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember16SecondPart.mp4?vrtx=view-as-webpage">https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember16SecondPart.mp4?vrtx=view-as-webpage</a></p></li>
+</ul>
+</li>
+</ul>
+</li>
 <li><p>Lecture Friday: More on Resampling methods and summary of linear regression</p></li>
 <li><p>Reading recommendations:</p>
 <ul>
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index 0304b6921..58da9187b 100644
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class=\"section-number\">12. </span>Clustering Analysis","<span class=\"section-number\">3. </span>Linear Regression","<span class=\"section-number\">14. </span>Building a Feed Forward Neural Network","<span class=\"section-number\">4. </span>Ridge and Lasso Regression","<span class=\"section-number\">5. </span>Resampling Methods","<span class=\"section-number\">6. </span>Logistic Regression","<span class=\"section-number\">8. </span>Support Vector Machines, overarching aims","<span class=\"section-number\">9. </span>Decision trees, overarching aims","<span class=\"section-number\">10. </span>Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","<span class=\"section-number\">11. </span>Basic ideas of the Principal Component Analysis (PCA)","<span class=\"section-number\">13. </span>Neural networks","<span class=\"section-number\">7. </span>Optimization, the central part of any Machine Learning algortithm","Content in Jupyter 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\ No newline at end of file
diff --git a/doc/LectureNotes/schedule.md b/doc/LectureNotes/schedule.md
index 5bf491f93..caaef2d59 100644
--- a/doc/LectureNotes/schedule.md
+++ b/doc/LectureNotes/schedule.md
@@ -63,6 +63,9 @@ For the reading assignments we use the following abbreviations:
 ###  Week 37 September 13-17
 - Lab Wednesday:  Work on  Project 1
 - Lecture Thursday: Resampling methods, cross-validation and Bootstrap
+  - Thursday September 16: Summary of Ridge and Lasso with examples and start resampling techniques
+    - Video of Lecture, first part at https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember16Firstpart.mp4?vrtx=view-as-webpage"
+    - Video of Lecture, second part at https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember16SecondPart.mp4?vrtx=view-as-webpage
 - Lecture Friday: More on Resampling methods and summary of linear regression
 
 - Reading recommendations: