diff --git a/doc/web/course.dlog b/doc/web/course.dlog
index 743dd9fa8..22bd72d60 100644
--- a/doc/web/course.dlog
+++ b/doc/web/course.dlog
@@ -195,3 +195,6 @@ 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 7a5ee6a42..4119329b3 100644
--- a/doc/web/course.do.txt
+++ b/doc/web/course.do.txt
@@ -12,13 +12,13 @@ chapters = {
  'week38': 'Week 38 September 20-24: Summary of linear regression methods and start Logistic Regression',
  'week39': 'Week 39 September 27- October 1: Logistic Regression and Gradient methods',
  'week40': 'Week 40 October 4-8: Stochastic Gradient Descent and Neural Networks, starting to build a multi-layer Perceptron model, the Back Propagation algoritm',
- 'week41': 'Week 41 October 11-15: Building a multi-layer perceptron code and introduction to Tensorflow and Convolutional Neural Networks',
- 'week42': 'Week 42 October 18-22: Deep learning (Convolutional Neural Networks and Recurrent Neural Networks',
- 'week43': 'Week 43 October 25-29: Dimesionality Reduction, Principal Component analysis',
+ 'week41': 'Week 41 October 11-15: Building a multi-layer perceptron code and introduction to Tensorflow',
+ 'week42': 'Week 42 October 18-22: Deep learning, Solving Differential Equations with NNs and Convolutional Neural Networks)',
+ 'week43': 'Week 43 October 25-29: Deep learning, Convolutional Neural Networks and Recurrent Neural Networks',
  'week44': 'Week 44 November 1-5: Decision Trees and Bagging',
- 'week45': 'Week 45 November 8-12: Random Forests and Gradient Boosting',
+ 'week45': 'Week 45 November 8-12: Random Forests and Gradient Boosting and Workshop on Project 3',
  'week46': 'Week 46 November 15-19: Gradient boosting and Support Vector Machines',
- 'week47': 'Week 47 November 22-26: Support Vector Machines and Workshop on Project 3',
+ 'week47': 'Week 47 November 22-26: Support Vector Machines',
  'week48': 'Week 48 November 29- December 3: Support Vector Machines and Summary of Course with Future Perspectives',
 
 }
diff --git a/doc/web/course.html b/doc/web/course.html
index 10a2c05c2..feeb40811 100644
--- a/doc/web/course.html
+++ b/doc/web/course.html
@@ -80,39 +80,38 @@ div { text-align: justify; text-justify: inter-word; }
                None,
                'week-40-october-4-8-stochastic-gradient-descent-and-neural-networks-starting-to-build-a-multi-layer-perceptron-model-the-back-propagation-algoritm'),
               ('Week 41 October 11-15: Building a multi-layer perceptron code '
-               'and introduction to Tensorflow and Convolutional Neural '
-               'Networks',
+               'and introduction to Tensorflow',
                2,
                None,
-               'week-41-october-11-15-building-a-multi-layer-perceptron-code-and-introduction-to-tensorflow-and-convolutional-neural-networks'),
-              ('Week 42 October 18-22: Deep learning (Convolutional Neural '
+               'week-41-october-11-15-building-a-multi-layer-perceptron-code-and-introduction-to-tensorflow'),
+              ('Week 42 October 18-22: Deep learning, Solving Differential '
+               'Equations with NNs and Convolutional Neural Networks)',
+               2,
+               None,
+               'week-42-october-18-22-deep-learning-solving-differential-equations-with-nns-and-convolutional-neural-networks'),
+              ('Week 43 October 25-29: Deep learning, Convolutional Neural '
                'Networks and Recurrent Neural Networks',
                2,
                None,
-               'week-42-october-18-22-deep-learning-convolutional-neural-networks-and-recurrent-neural-networks'),
-              ('Week 43 October 25-29: Dimesionality Reduction, Principal '
-               'Component analysis',
-               2,
-               None,
-               'week-43-october-25-29-dimesionality-reduction-principal-component-analysis'),
+               'week-43-october-25-29-deep-learning-convolutional-neural-networks-and-recurrent-neural-networks'),
               ('Week 44 November 1-5: Decision Trees and Bagging',
                2,
                None,
                'week-44-november-1-5-decision-trees-and-bagging'),
-              ('Week 45 November 8-12: Random Forests and Gradient Boosting',
+              ('Week 45 November 8-12: Random Forests and Gradient Boosting '
+               'and Workshop on Project 3',
                2,
                None,
-               'week-45-november-8-12-random-forests-and-gradient-boosting'),
+               'week-45-november-8-12-random-forests-and-gradient-boosting-and-workshop-on-project-3'),
               ('Week 46 November 15-19: Gradient boosting and Support Vector '
                'Machines',
                2,
                None,
                'week-46-november-15-19-gradient-boosting-and-support-vector-machines'),
-              ('Week 47 November 22-26: Support Vector Machines and Workshop '
-               'on Project 3',
+              ('Week 47 November 22-26: Support Vector Machines',
                2,
                None,
-               'week-47-november-22-26-support-vector-machines-and-workshop-on-project-3'),
+               'week-47-november-22-26-support-vector-machines'),
               ('Week 48 November 29- December 3: Support Vector Machines and '
                'Summary of Course with Future Perspectives',
                2,
@@ -296,7 +295,7 @@ The teaching material is produced in various formats for running codes (jupyter
 
 </ul>
 
-<h2 id="week-41-october-11-15-building-a-multi-layer-perceptron-code-and-introduction-to-tensorflow-and-convolutional-neural-networks">Week 41 October 11-15: Building a multi-layer perceptron code and introduction to Tensorflow and Convolutional Neural Networks </h2>
+<h2 id="week-41-october-11-15-building-a-multi-layer-perceptron-code-and-introduction-to-tensorflow">Week 41 October 11-15: Building a multi-layer perceptron code and introduction to Tensorflow </h2>
 
 <ul>
  <li> HTML:</li>
@@ -315,7 +314,7 @@ The teaching material is produced in various formats for running codes (jupyter
 
 </ul>
 
-<h2 id="week-42-october-18-22-deep-learning-convolutional-neural-networks-and-recurrent-neural-networks">Week 42 October 18-22: Deep learning (Convolutional Neural Networks and Recurrent Neural Networks </h2>
+<h2 id="week-42-october-18-22-deep-learning-solving-differential-equations-with-nns-and-convolutional-neural-networks">Week 42 October 18-22: Deep learning, Solving Differential Equations with NNs and Convolutional Neural Networks) </h2>
 
 <ul>
  <li> HTML:</li>
@@ -334,7 +333,7 @@ The teaching material is produced in various formats for running codes (jupyter
 
 </ul>
 
-<h2 id="week-43-october-25-29-dimesionality-reduction-principal-component-analysis">Week 43 October 25-29: Dimesionality Reduction, Principal Component analysis </h2>
+<h2 id="week-43-october-25-29-deep-learning-convolutional-neural-networks-and-recurrent-neural-networks">Week 43 October 25-29: Deep learning, Convolutional Neural Networks and Recurrent Neural Networks </h2>
 
 <ul>
  <li> HTML:</li>
@@ -372,7 +371,7 @@ The teaching material is produced in various formats for running codes (jupyter
 
 </ul>
 
-<h2 id="week-45-november-8-12-random-forests-and-gradient-boosting">Week 45 November 8-12: Random Forests and Gradient Boosting </h2>
+<h2 id="week-45-november-8-12-random-forests-and-gradient-boosting-and-workshop-on-project-3">Week 45 November 8-12: Random Forests and Gradient Boosting and Workshop on Project 3 </h2>
 
 <ul>
  <li> HTML:</li>
@@ -410,7 +409,7 @@ The teaching material is produced in various formats for running codes (jupyter
 
 </ul>
 
-<h2 id="week-47-november-22-26-support-vector-machines-and-workshop-on-project-3">Week 47 November 22-26: Support Vector Machines and Workshop on Project 3 </h2>
+<h2 id="week-47-november-22-26-support-vector-machines">Week 47 November 22-26: Support Vector Machines </h2>
 
 <ul>
  <li> HTML:</li>
diff --git a/doc/web/schedule.dlog b/doc/web/schedule.dlog
index 76af65757..49a01514f 100644
--- a/doc/web/schedule.dlog
+++ b/doc/web/schedule.dlog
@@ -4,3 +4,6 @@ output in schedule.html
 running preprocess -DFORMAT=html -DDEVICE=screen  schedule.do.txt > tmp_preprocess__schedule.do.txt
 translating doconce text in tmp_preprocess__schedule.do.txt to html
 output in schedule.html
+running preprocess -DFORMAT=html -DDEVICE=screen  schedule.do.txt > tmp_preprocess__schedule.do.txt
+Translating doconce text in tmp_preprocess__schedule.do.txt to html
+output in schedule.html
diff --git a/doc/web/schedule.html b/doc/web/schedule.html
index ce76f077c..9733c5695 100644
--- a/doc/web/schedule.html
+++ b/doc/web/schedule.html
@@ -1,11 +1,12 @@
 <!--
 Automatically generated HTML file from DocOnce source
-(https://github.com/hplgit/doconce/)
+(https://github.com/doconce/doconce/)
 -->
 <html>
 <head>
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-<meta name="generator" content="DocOnce: https://github.com/hplgit/doconce/" />
+<meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
+<meta name="viewport" content="width=device-width, initial-scale=1.0" />
 <meta name="description" content="Tentative schedule for FYS-STK3155/4155">
 
 <title>Tentative schedule for FYS-STK3155/4155</title>
@@ -14,8 +15,8 @@ Automatically generated HTML file from DocOnce source
 <style type="text/css">
 /* blueish style */
 
-/* Color definitions:  http://www.december.com/html/spec/color0.html
-   CSS examples:       http://www.w3schools.com/css/css_examples.asp */
+/* Color definitions:  https://www.december.com/html/spec/color0.html
+   CSS examples:       https://www.w3schools.com/css/css_examples.asp */
 
 body {
   margin-top: 1.0em;
@@ -42,7 +43,10 @@ div { text-align: justify; text-justify: inter-word; }
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Teaching schedule Fall 2018', 2, None, '___sec0')]}
+ 'sections': [('Teaching schedule Fall 2018',
+               2,
+               None,
+               'teaching-schedule-fall-2018')]}
 end of tocinfo -->
 
 <body>
@@ -72,7 +76,7 @@ end of tocinfo -->
 <p>
 <!-- !split -->
 
-<h2 id="___sec0">Teaching schedule Fall 2018 </h2>
+<h2 id="teaching-schedule-fall-2018">Teaching schedule Fall 2018 </h2>
 
 <p>
 Acronyms for textbooks and references to chapter
diff --git a/doc/web/tmp_mako__course.do.txt b/doc/web/tmp_mako__course.do.txt
index 68944b850..bda730ff7 100644
--- a/doc/web/tmp_mako__course.do.txt
+++ b/doc/web/tmp_mako__course.do.txt
@@ -99,7 +99,7 @@ The teaching material is produced in various formats for running codes (jupyter
    * "ipynb file": "https://compphysics.github.io/MachineLearning/doc/pub/week40/ipynb/week40.ipynb"
 
 
-===== Week 41 October 11-15: Building a multi-layer perceptron code and introduction to Tensorflow and Convolutional Neural Networks =====
+===== Week 41 October 11-15: Building a multi-layer perceptron code and introduction to Tensorflow =====
 
 
 
@@ -111,7 +111,7 @@ The teaching material is produced in various formats for running codes (jupyter
    * "ipynb file": "https://compphysics.github.io/MachineLearning/doc/pub/week41/ipynb/week41.ipynb"
 
 
-===== Week 42 October 18-22: Deep learning (Convolutional Neural Networks and Recurrent Neural Networks =====
+===== Week 42 October 18-22: Deep learning, Solving Differential Equations with NNs and Convolutional Neural Networks) =====
 
 
 
@@ -123,7 +123,7 @@ The teaching material is produced in various formats for running codes (jupyter
    * "ipynb file": "https://compphysics.github.io/MachineLearning/doc/pub/week42/ipynb/week42.ipynb"
 
 
-===== Week 43 October 25-29: Dimesionality Reduction, Principal Component analysis =====
+===== Week 43 October 25-29: Deep learning, Convolutional Neural Networks and Recurrent Neural Networks =====
 
 
 
@@ -147,7 +147,7 @@ The teaching material is produced in various formats for running codes (jupyter
    * "ipynb file": "https://compphysics.github.io/MachineLearning/doc/pub/week44/ipynb/week44.ipynb"
 
 
-===== Week 45 November 8-12: Random Forests and Gradient Boosting =====
+===== Week 45 November 8-12: Random Forests and Gradient Boosting and Workshop on Project 3 =====
 
 
 
@@ -171,7 +171,7 @@ The teaching material is produced in various formats for running codes (jupyter
    * "ipynb file": "https://compphysics.github.io/MachineLearning/doc/pub/week46/ipynb/week46.ipynb"
 
 
-===== Week 47 November 22-26: Support Vector Machines and Workshop on Project 3 =====
+===== Week 47 November 22-26: Support Vector Machines =====