diff --git a/doc/pub/week36/html/._week36-bs001.html b/doc/pub/week36/html/._week36-bs001.html
index ea3fc68dc..2ae34b714 100644
--- a/doc/pub/week36/html/._week36-bs001.html
+++ b/doc/pub/week36/html/._week36-bs001.html
@@ -385,7 +385,7 @@ MathJax.Hub.Config({
 
 <ul>
 <li> Thursday: Summary from last week on SVD, Statistics, probability theory and linear regression. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember9.mp4?vrtx=view-as-webpage" target="_self">Video of Lecture</a>.</li>
-<li> Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project.</li>
+<li> Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember10.mp4?vrtx=view-as-webpage" target="_self">Video of Lecture</a></li>
 </ul>
 
 Recommended Reading:
diff --git a/doc/pub/week36/html/week36-reveal.html b/doc/pub/week36/html/week36-reveal.html
index a46ccd619..c4ca4f518 100644
--- a/doc/pub/week36/html/week36-reveal.html
+++ b/doc/pub/week36/html/week36-reveal.html
@@ -163,7 +163,7 @@ MathJax.Hub.Config({
 
 <ul>
 <p><li> Thursday: Summary from last week on SVD, Statistics, probability theory and linear regression. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember9.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a>.</li>
-<p><li> Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project.</li>
+<p><li> Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember10.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a></li>
 </ul>
 <p>
 
diff --git a/doc/pub/week36/html/week36-solarized.html b/doc/pub/week36/html/week36-solarized.html
index 5306b0020..160a6e29d 100644
--- a/doc/pub/week36/html/week36-solarized.html
+++ b/doc/pub/week36/html/week36-solarized.html
@@ -324,7 +324,7 @@ MathJax.Hub.Config({
 
 <ul>
 <li> Thursday: Summary from last week on SVD, Statistics, probability theory and linear regression. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember9.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a>.</li>
-<li> Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project.</li>
+<li> Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember10.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a></li>
 </ul>
 
 Recommended Reading:
diff --git a/doc/pub/week36/html/week36.html b/doc/pub/week36/html/week36.html
index 300ffe519..00668148b 100644
--- a/doc/pub/week36/html/week36.html
+++ b/doc/pub/week36/html/week36.html
@@ -329,7 +329,7 @@ MathJax.Hub.Config({
 
 <ul>
 <li> Thursday: Summary from last week on SVD, Statistics, probability theory and linear regression. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember9.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a>.</li>
-<li> Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project.</li>
+<li> Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember10.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a></li>
 </ul>
 
 Recommended Reading:
diff --git a/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz b/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz
index b38f6394a..de26ac7aa 100644
Binary files a/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz and b/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz differ
diff --git a/doc/pub/week36/ipynb/week36.ipynb b/doc/pub/week36/ipynb/week36.ipynb
index 99e3cf267..000a9ec9c 100644
--- a/doc/pub/week36/ipynb/week36.ipynb
+++ b/doc/pub/week36/ipynb/week36.ipynb
@@ -21,7 +21,7 @@
     "\n",
     "* Thursday: Summary from last week on SVD, Statistics, probability theory and linear regression. [Video of Lecture](https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember9.mp4?vrtx=view-as-webpage).\n",
     "\n",
-    "* Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project.\n",
+    "* Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project. [Video of Lecture](https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember10.mp4?vrtx=view-as-webpage)\n",
     "\n",
     "Recommended Reading:\n",
     "1. Lectures on Regression\n",
diff --git a/doc/src/week36/week36.do.txt b/doc/src/week36/week36.do.txt
index e1f1899ff..7dcddbd68 100644
--- a/doc/src/week36/week36.do.txt
+++ b/doc/src/week36/week36.do.txt
@@ -7,7 +7,7 @@ DATE: today
 ===== Plans for week 36 =====
 
 * Thursday: Summary from last week on SVD, Statistics, probability theory and linear regression. "Video of Lecture":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember9.mp4?vrtx=view-as-webpage".
-* Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project.
+* Friday: Linear Regression and links with Statistics, Resampling methods and presentation of first project. "Video of Lecture":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember10.mp4?vrtx=view-as-webpage"
 
 Recommended Reading:
 o Lectures on Regression