diff --git a/doc/pub/week42/html/._week42-bs000.html b/doc/pub/week42/html/._week42-bs000.html
index e96d2010e..8db429738 100644
--- a/doc/pub/week42/html/._week42-bs000.html
+++ b/doc/pub/week42/html/._week42-bs000.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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 <meta name="generator" content="DocOnce: https://github.com/hplgit/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
@@ -186,7 +186,7 @@ MathJax.Hub.Config({
 
 
 <div class="jumbotron">
-<center><h1>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</h1></center>  <!-- document title -->
+<center><h1>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</h1></center>  <!-- document title -->
 
 <p>
 <!-- author(s): Morten Hjorth-Jensen -->
diff --git a/doc/pub/week42/html/._week42-bs001.html b/doc/pub/week42/html/._week42-bs001.html
index 000fc7d11..6f3bd96a1 100644
--- a/doc/pub/week42/html/._week42-bs001.html
+++ b/doc/pub/week42/html/._week42-bs001.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/hplgit/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
@@ -186,12 +186,25 @@ MathJax.Hub.Config({
 <h2 id="___sec0" class="anchor">Plan for week 42 </h2>
 
 <ul>
-<li> Thursday: Convolutional Neural Networks and examples</li>
+<li> Thursday: Convolutional Neural Networks and examples. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureOctober15.mp4?vrtx=view-as-webpage" target="_self">Video of Lecture</a></li>
 <li> Friday: Recurrent Neural Networks and Autoencoders</li>
 </ul>
 
 Reading suggestions for both days: <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/TensorflowML.pdf" target="_self">Aurelien Geron's chapters 13 and 14</a>. Autoencoders are discussed in chapter 15 of Geron's text.
 
+<p>
+<div class="panel panel-default">
+<div class="panel-body">
+<p> <!-- subsequent paragraphs come in larger fonts, so start with a paragraph -->
+
+<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>
+</ul>
+</div>
+</div>
+
+
 <p>
 <p>
 <!-- navigation buttons at the bottom of the page -->
diff --git a/doc/pub/week42/html/._week42-bs002.html b/doc/pub/week42/html/._week42-bs002.html
index 3eb598aa1..0d8278af7 100644
--- a/doc/pub/week42/html/._week42-bs002.html
+++ b/doc/pub/week42/html/._week42-bs002.html
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs003.html b/doc/pub/week42/html/._week42-bs003.html
index 185dae6f1..3cea4f709 100644
--- a/doc/pub/week42/html/._week42-bs003.html
+++ b/doc/pub/week42/html/._week42-bs003.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs004.html b/doc/pub/week42/html/._week42-bs004.html
index ba461c98c..0fec67451 100644
--- a/doc/pub/week42/html/._week42-bs004.html
+++ b/doc/pub/week42/html/._week42-bs004.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs005.html b/doc/pub/week42/html/._week42-bs005.html
index a96092f1e..0e2c0e6e4 100644
--- a/doc/pub/week42/html/._week42-bs005.html
+++ b/doc/pub/week42/html/._week42-bs005.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs006.html b/doc/pub/week42/html/._week42-bs006.html
index f136aac95..60887e89b 100644
--- a/doc/pub/week42/html/._week42-bs006.html
+++ b/doc/pub/week42/html/._week42-bs006.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs007.html b/doc/pub/week42/html/._week42-bs007.html
index 4c7b8771d..7dc796b2f 100644
--- a/doc/pub/week42/html/._week42-bs007.html
+++ b/doc/pub/week42/html/._week42-bs007.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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 <meta name="generator" content="DocOnce: https://github.com/hplgit/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs008.html b/doc/pub/week42/html/._week42-bs008.html
index 6feb98326..f0691bc63 100644
--- a/doc/pub/week42/html/._week42-bs008.html
+++ b/doc/pub/week42/html/._week42-bs008.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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 <meta name="generator" content="DocOnce: https://github.com/hplgit/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs009.html b/doc/pub/week42/html/._week42-bs009.html
index 59ba29129..8db715089 100644
--- a/doc/pub/week42/html/._week42-bs009.html
+++ b/doc/pub/week42/html/._week42-bs009.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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 <meta name="generator" content="DocOnce: https://github.com/hplgit/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs010.html b/doc/pub/week42/html/._week42-bs010.html
index cd7072b3c..b30f90d5b 100644
--- a/doc/pub/week42/html/._week42-bs010.html
+++ b/doc/pub/week42/html/._week42-bs010.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
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-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs011.html b/doc/pub/week42/html/._week42-bs011.html
index 498aa13bc..814e2cf7e 100644
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
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-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs012.html b/doc/pub/week42/html/._week42-bs012.html
index 034f7fd7e..f2e46b626 100644
--- a/doc/pub/week42/html/._week42-bs012.html
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
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     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs013.html b/doc/pub/week42/html/._week42-bs013.html
index 9b64a36f7..476a33b87 100644
--- a/doc/pub/week42/html/._week42-bs013.html
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@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs014.html b/doc/pub/week42/html/._week42-bs014.html
index feaa65e30..6e6f18c95 100644
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+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
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+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
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diff --git a/doc/pub/week42/html/._week42-bs015.html b/doc/pub/week42/html/._week42-bs015.html
index 5d254dbc9..dd28b0baa 100644
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-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
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-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs016.html b/doc/pub/week42/html/._week42-bs016.html
index 411966548..f5c941a03 100644
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-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
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-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs017.html b/doc/pub/week42/html/._week42-bs017.html
index 4cc27665e..622bd4521 100644
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-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
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-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs018.html b/doc/pub/week42/html/._week42-bs018.html
index a67018cfb..6425f3ab3 100644
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
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-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs019.html b/doc/pub/week42/html/._week42-bs019.html
index 32f9e6761..3b41265a2 100644
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
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-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs020.html b/doc/pub/week42/html/._week42-bs020.html
index 905176c0a..0cf04a4e2 100644
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-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
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       <span class="icon-bar"></span>
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-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs021.html b/doc/pub/week42/html/._week42-bs021.html
index 439f014fa..0145a1036 100644
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-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
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     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs022.html b/doc/pub/week42/html/._week42-bs022.html
index ca1ce8e40..62c6c39e3 100644
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-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
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-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs023.html b/doc/pub/week42/html/._week42-bs023.html
index 1f50e6cb1..eb11c40a7 100644
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
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       <span class="icon-bar"></span>
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-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/._week42-bs024.html b/doc/pub/week42/html/._week42-bs024.html
index 54037a8c5..d34f2c663 100644
--- a/doc/pub/week42/html/._week42-bs024.html
+++ b/doc/pub/week42/html/._week42-bs024.html
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
diff --git a/doc/pub/week42/html/week42-bs.html b/doc/pub/week42/html/week42-bs.html
index e96d2010e..8db429738 100644
--- a/doc/pub/week42/html/week42-bs.html
+++ b/doc/pub/week42/html/week42-bs.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -127,7 +127,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</a>
+    <a class="navbar-brand" href="week42-bs.html">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
@@ -186,7 +186,7 @@ MathJax.Hub.Config({
 
 
 <div class="jumbotron">
-<center><h1>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</h1></center>  <!-- document title -->
+<center><h1>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</h1></center>  <!-- document title -->
 
 <p>
 <!-- author(s): Morten Hjorth-Jensen -->
diff --git a/doc/pub/week42/html/week42-reveal.html b/doc/pub/week42/html/week42-reveal.html
index 526b562ba..18465ad78 100644
--- a/doc/pub/week42/html/week42-reveal.html
+++ b/doc/pub/week42/html/week42-reveal.html
@@ -3,9 +3,9 @@
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 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 
 
@@ -132,7 +132,7 @@ MathJax.Hub.Config({
 
 
 
-<center><h1 style="text-align: center;">Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</h1></center>  <!-- document title -->
+<center><h1 style="text-align: center;">Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</h1></center>  <!-- document title -->
 
 <p>
 <!-- author(s): Morten Hjorth-Jensen -->
@@ -162,12 +162,21 @@ MathJax.Hub.Config({
 <h2 id="___sec0">Plan for week 42 </h2>
 
 <ul>
-<p><li> Thursday: Convolutional Neural Networks and examples</li>
+<p><li> Thursday: Convolutional Neural Networks and examples. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureOctober15.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a></li>
 <p><li> Friday: Recurrent Neural Networks and Autoencoders</li>
 </ul>
 <p>
 
 Reading suggestions for both days: <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/TensorflowML.pdf" target="_blank">Aurelien Geron's chapters 13 and 14</a>. Autoencoders are discussed in chapter 15 of Geron's text.
+
+<p>
+<div class="alert alert-block alert-block alert-text-normal">
+<b>Excellent lectures on CNNs and RNNs.</b>
+<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>
+</ul>
+</div>
 </section>
 
 
diff --git a/doc/pub/week42/html/week42-solarized.html b/doc/pub/week42/html/week42-solarized.html
index a7c80e788..cc13da454 100644
--- a/doc/pub/week42/html/week42-solarized.html
+++ b/doc/pub/week42/html/week42-solarized.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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 <meta name="generator" content="DocOnce: https://github.com/hplgit/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 
 <link href="https://cdn.rawgit.com/hplgit/doconce/master/bundled/html_styles/style_solarized_box/css/solarized_light_code.css" rel="stylesheet" type="text/css" title="light"/>
@@ -26,6 +26,32 @@ pre {
   border: 0pt solid #93a1a1;
   box-shadow: none;
 }
+.alert-text-small   { font-size: 80%;  }
+.alert-text-large   { font-size: 130%; }
+.alert-text-normal  { font-size: 90%;  }
+.alert {
+  padding:8px 35px 8px 14px; margin-bottom:18px;
+  text-shadow:0 1px 0 rgba(255,255,255,0.5);
+  border:1px solid #93a1a1;
+  border-radius: 4px;
+  -webkit-border-radius: 4px;
+  -moz-border-radius: 4px;
+  color: #555;
+  background-color: #eee8d5;
+  background-position: 10px 5px;
+  background-repeat: no-repeat;
+  background-size: 38px;
+  padding-left: 55px;
+  width: 75%;
+ }
+.alert-block {padding-top:14px; padding-bottom:14px}
+.alert-block > p, .alert-block > ul {margin-bottom:1em}
+.alert li {margin-top: 1em}
+.alert-block p+p {margin-top:5px}
+.alert-notice { background-image: url(https://cdn.rawgit.com/hplgit/doconce/master/bundled/html_images/small_yellow_notice.png); }
+.alert-summary  { background-image:url(https://cdn.rawgit.com/hplgit/doconce/master/bundled/html_images/small_yellow_summary.png); }
+.alert-warning { background-image: url(https://cdn.rawgit.com/hplgit/doconce/master/bundled/html_images/small_yellow_warning.png); }
+.alert-question {background-image:url(https://cdn.rawgit.com/hplgit/doconce/master/bundled/html_images/small_yellow_question.png); }
 
 div { text-align: justify; text-justify: inter-word; }
 </style>
@@ -117,7 +143,7 @@ MathJax.Hub.Config({
 
 
 
-<center><h1>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</h1></center>  <!-- document title -->
+<center><h1>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</h1></center>  <!-- document title -->
 
 <p>
 <!-- author(s): Morten Hjorth-Jensen -->
@@ -141,12 +167,24 @@ MathJax.Hub.Config({
 <h2 id="___sec0">Plan for week 42 </h2>
 
 <ul>
-<li> Thursday: Convolutional Neural Networks and examples</li>
+<li> Thursday: Convolutional Neural Networks and examples. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureOctober15.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a></li>
 <li> Friday: Recurrent Neural Networks and Autoencoders</li>
 </ul>
 
 Reading suggestions for both days: <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/TensorflowML.pdf" target="_blank">Aurelien Geron's chapters 13 and 14</a>. Autoencoders are discussed in chapter 15 of Geron's text.
 
+<p>
+<div class="alert alert-block alert-block alert-text-normal">
+<b>Excellent lectures on CNNs and RNNs.</b>
+<p>
+
+<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>
+</ul>
+</div>
+
+
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
 
diff --git a/doc/pub/week42/html/week42.html b/doc/pub/week42/html/week42.html
index 29eca21d4..2d7df1280 100644
--- a/doc/pub/week42/html/week42.html
+++ b/doc/pub/week42/html/week42.html
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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-<meta name="description" content="Week 42 Convolutional and Recurrent Neural Networks and Autoencoders">
+<meta name="description" content="Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders">
 
-<title>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</title>
+<title>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</title>
 
 
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@@ -122,7 +148,7 @@ MathJax.Hub.Config({
 
 
 
-<center><h1>Week 42 Convolutional and Recurrent Neural Networks and Autoencoders</h1></center>  <!-- document title -->
+<center><h1>Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders</h1></center>  <!-- document title -->
 
 <p>
 <!-- author(s): Morten Hjorth-Jensen -->
@@ -146,12 +172,24 @@ MathJax.Hub.Config({
 <h2 id="___sec0">Plan for week 42 </h2>
 
 <ul>
-<li> Thursday: Convolutional Neural Networks and examples</li>
+<li> Thursday: Convolutional Neural Networks and examples. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureOctober15.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a></li>
 <li> Friday: Recurrent Neural Networks and Autoencoders</li>
 </ul>
 
 Reading suggestions for both days: <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/TensorflowML.pdf" target="_blank">Aurelien Geron's chapters 13 and 14</a>. Autoencoders are discussed in chapter 15 of Geron's text.
 
+<p>
+<div class="alert alert-block alert-block alert-text-normal">
+<b>Excellent lectures on CNNs and RNNs.</b>
+<p>
+
+<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>
+</ul>
+</div>
+
+
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
 
diff --git a/doc/pub/week42/ipynb/ipynb-week42-src.tar.gz b/doc/pub/week42/ipynb/ipynb-week42-src.tar.gz
index ce4d320a6..12e537f31 100644
Binary files a/doc/pub/week42/ipynb/ipynb-week42-src.tar.gz and b/doc/pub/week42/ipynb/ipynb-week42-src.tar.gz differ
diff --git a/doc/pub/week42/ipynb/week42.ipynb b/doc/pub/week42/ipynb/week42.ipynb
index 603d62846..5add84032 100644
--- a/doc/pub/week42/ipynb/week42.ipynb
+++ b/doc/pub/week42/ipynb/week42.ipynb
@@ -4,8 +4,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<!-- dom:TITLE: Week 42 Convolutional and Recurrent Neural Networks and Autoencoders -->\n",
-    "# Week 42 Convolutional and Recurrent Neural Networks and Autoencoders\n",
+    "<!-- dom:TITLE: Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders -->\n",
+    "# Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders\n",
     "<!-- dom:AUTHOR: Morten Hjorth-Jensen at Department of Physics, University of Oslo & Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University -->\n",
     "<!-- 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",
@@ -19,12 +19,20 @@
     "\n",
     "## Plan for week 42\n",
     "\n",
-    "* Thursday: Convolutional Neural Networks and examples\n",
+    "* Thursday: Convolutional Neural Networks and examples. [Video of Lecture](https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureOctober15.mp4?vrtx=view-as-webpage)\n",
     "\n",
     "* Friday: Recurrent Neural Networks and Autoencoders\n",
     "\n",
     "Reading suggestions for both days: [Aurelien Geron's chapters 13 and 14](https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/TensorflowML.pdf). Autoencoders are discussed in chapter 15 of Geron's text.\n",
     "\n",
+    "**Excellent lectures on CNNs and RNNs.**\n",
+    "\n",
+    "* [Video  on Convolutional Neural Networks from MIT](https://www.youtube.com/watch?v=iaSUYvmCekI&ab_channel=AlexanderAmini)\n",
+    "\n",
+    "* [Video  on Recurrent Neural Networks from MIT](https://www.youtube.com/watch?v=SEnXr6v2ifU&ab_channel=AlexanderAmini)\n",
+    "\n",
+    "\n",
+    "\n",
     "\n",
     "\n",
     "\n",
diff --git a/doc/src/week42/week42.do.txt b/doc/src/week42/week42.do.txt
index 3e2501ba4..1742958da 100644
--- a/doc/src/week42/week42.do.txt
+++ b/doc/src/week42/week42.do.txt
@@ -1,4 +1,4 @@
-TITLE: Week 42 Convolutional and Recurrent Neural Networks and Autoencoders
+TITLE: Week 42 Convolutional (CNN) and Recurrent (RNN) Neural Networks and Autoencoders
 AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo & Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University
 DATE: today
 
@@ -6,11 +6,16 @@ DATE: today
 !split
 ===== Plan for week 42 =====
 
-* Thursday: Convolutional Neural Networks and examples
+* Thursday: Convolutional Neural Networks and examples. "Video of Lecture":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureOctober15.mp4?vrtx=view-as-webpage"
 * Friday: Recurrent Neural Networks and Autoencoders
 
 Reading suggestions for both days: "Aurelien Geron's chapters 13 and 14":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/Textbooks/TensorflowML.pdf". Autoencoders are discussed in chapter 15 of Geron's text.
 
+!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"
+!eblock
+