diff --git a/doc/pub/week43/html/._week43-bs000.html b/doc/pub/week43/html/._week43-bs000.html
index 60a56a623..f01dbe3ff 100644
--- a/doc/pub/week43/html/._week43-bs000.html
+++ b/doc/pub/week43/html/._week43-bs000.html
@@ -125,7 +125,7 @@ end of tocinfo -->
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>
-<center><h4>Oct 23, 2021</h4></center> <!-- date -->
+<center><h4>Oct 24, 2021</h4></center> <!-- date -->
 <br>
 <p>
 
diff --git a/doc/pub/week43/html/._week43-bs001.html b/doc/pub/week43/html/._week43-bs001.html
index 5237b40e7..b3a381ce5 100644
--- a/doc/pub/week43/html/._week43-bs001.html
+++ b/doc/pub/week43/html/._week43-bs001.html
@@ -120,6 +120,7 @@ end of tocinfo -->
 <ul>
 <li> <a href="https://www.youtube.com/watch?v=iaSUYvmCekI&ab_channel=AlexanderAmini" target="_self">Video  on Convolutional Neural Networks from MIT</a></li>
 <li> <a href="https://www.youtube.com/watch?v=SEnXr6v2ifU&ab_channel=AlexanderAmini" target="_self">Video  on Recurrent Neural Networks from MIT</a></li>
+<li> <a href="https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi" target="_self">Video on Deep Learning</a></li>
 </ul>
 </div>
 </div>
diff --git a/doc/pub/week43/html/week43-bs.html b/doc/pub/week43/html/week43-bs.html
index 60a56a623..f01dbe3ff 100644
--- a/doc/pub/week43/html/week43-bs.html
+++ b/doc/pub/week43/html/week43-bs.html
@@ -125,7 +125,7 @@ end of tocinfo -->
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>
-<center><h4>Oct 23, 2021</h4></center> <!-- date -->
+<center><h4>Oct 24, 2021</h4></center> <!-- date -->
 <br>
 <p>
 
diff --git a/doc/pub/week43/html/week43-reveal.html b/doc/pub/week43/html/week43-reveal.html
index 3ce747595..7bb548a6e 100644
--- a/doc/pub/week43/html/week43-reveal.html
+++ b/doc/pub/week43/html/week43-reveal.html
@@ -132,7 +132,7 @@ td.padding {
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>&nbsp;<br>
-<center><h4>Oct 23, 2021</h4></center> <!-- date -->
+<center><h4>Oct 24, 2021</h4></center> <!-- date -->
 <br>
 <p>
 
@@ -156,6 +156,7 @@ td.padding {
 <ul>
 <p><li> <a href="https://www.youtube.com/watch?v=iaSUYvmCekI&ab_channel=AlexanderAmini" target="_blank">Video  on Convolutional Neural Networks from MIT</a></li>
 <p><li> <a href="https://www.youtube.com/watch?v=SEnXr6v2ifU&ab_channel=AlexanderAmini" target="_blank">Video  on Recurrent Neural Networks from MIT</a></li>
+<p><li> <a href="https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi" target="_blank">Video on Deep Learning</a></li>
 </ul>
 </div>
 
diff --git a/doc/pub/week43/html/week43-solarized.html b/doc/pub/week43/html/week43-solarized.html
index db1c0b406..e4eb8c251 100644
--- a/doc/pub/week43/html/week43-solarized.html
+++ b/doc/pub/week43/html/week43-solarized.html
@@ -105,7 +105,7 @@ end of tocinfo -->
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>
-<center><h4>Oct 23, 2021</h4></center> <!-- date -->
+<center><h4>Oct 24, 2021</h4></center> <!-- date -->
 <br>
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
@@ -124,6 +124,7 @@ end of tocinfo -->
 <ul>
 <li> <a href="https://www.youtube.com/watch?v=iaSUYvmCekI&ab_channel=AlexanderAmini" target="_blank">Video  on Convolutional Neural Networks from MIT</a></li>
 <li> <a href="https://www.youtube.com/watch?v=SEnXr6v2ifU&ab_channel=AlexanderAmini" target="_blank">Video  on Recurrent Neural Networks from MIT</a></li>
+<li> <a href="https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi" target="_blank">Video on Deep Learning</a></li>
 </ul>
 </div>
 
diff --git a/doc/pub/week43/html/week43.html b/doc/pub/week43/html/week43.html
index ef3e35a3f..35a7199e5 100644
--- a/doc/pub/week43/html/week43.html
+++ b/doc/pub/week43/html/week43.html
@@ -110,7 +110,7 @@ end of tocinfo -->
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>
-<center><h4>Oct 23, 2021</h4></center> <!-- date -->
+<center><h4>Oct 24, 2021</h4></center> <!-- date -->
 <br>
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
@@ -129,6 +129,7 @@ end of tocinfo -->
 <ul>
 <li> <a href="https://www.youtube.com/watch?v=iaSUYvmCekI&ab_channel=AlexanderAmini" target="_blank">Video  on Convolutional Neural Networks from MIT</a></li>
 <li> <a href="https://www.youtube.com/watch?v=SEnXr6v2ifU&ab_channel=AlexanderAmini" target="_blank">Video  on Recurrent Neural Networks from MIT</a></li>
+<li> <a href="https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi" target="_blank">Video on Deep Learning</a></li>
 </ul>
 </div>
 
diff --git a/doc/pub/week43/ipynb/ipynb-week43-src.tar.gz b/doc/pub/week43/ipynb/ipynb-week43-src.tar.gz
index 193af45bc..8c35f087e 100644
Binary files a/doc/pub/week43/ipynb/ipynb-week43-src.tar.gz and b/doc/pub/week43/ipynb/ipynb-week43-src.tar.gz differ
diff --git a/doc/pub/week43/ipynb/week43.ipynb b/doc/pub/week43/ipynb/week43.ipynb
index a285a6b43..8e02da26f 100644
--- a/doc/pub/week43/ipynb/week43.ipynb
+++ b/doc/pub/week43/ipynb/week43.ipynb
@@ -10,7 +10,7 @@
     "<!-- Author: -->  \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: **Oct 23, 2021**\n",
+    "Date: **Oct 24, 2021**\n",
     "\n",
     "Copyright 1999-2021, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license\n",
     "\n",
@@ -28,6 +28,8 @@
     "\n",
     "* [Video  on Recurrent Neural Networks from MIT](https://www.youtube.com/watch?v=SEnXr6v2ifU&ab_channel=AlexanderAmini)\n",
     "\n",
+    "* [Video on Deep Learning](https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi)\n",
+    "\n",
     "\n",
     "\n",
     "**More resources.**\n",
diff --git a/doc/src/week43/week43.do.txt b/doc/src/week43/week43.do.txt
index e8f437d40..308323771 100644
--- a/doc/src/week43/week43.do.txt
+++ b/doc/src/week43/week43.do.txt
@@ -8,9 +8,12 @@ DATE: today
 * Thursday: Summary of Convolutional Neural Networks from week 42 and Recurrent Neural Networks
 * Friday: Recurrent Neural Networks and other Deep Learning methods
 
+
+
 !bblock  Excellent lectures on CNNs and RNNs 
 * "Video  on Convolutional Neural Networks from MIT":"https://www.youtube.com/watch?v=iaSUYvmCekI&ab_channel=AlexanderAmini"
 * "Video  on Recurrent Neural Networks from MIT":"https://www.youtube.com/watch?v=SEnXr6v2ifU&ab_channel=AlexanderAmini"
+* "Video on Deep Learning":"https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi"
 !eblock
 
 !bblock More resources