diff --git a/doc/Projects/2019/Project1/html/._Project1-bs000.html b/doc/Projects/2019/Project1/html/._Project1-bs000.html
index 4d61541a4..114f1b35f 100644
--- a/doc/Projects/2019/Project1/html/._Project1-bs000.html
+++ b/doc/Projects/2019/Project1/html/._Project1-bs000.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="Project 1 on Machine Learning, deadline September 30, 2019">
+<meta name="description" content="Project 1 on Machine Learning, deadline October 7, 2019">
 
-<title>Project 1 on Machine Learning, deadline September 30, 2019</title>
+<title>Project 1 on Machine Learning, deadline October 7, 2019</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -106,7 +106,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="Project1-bs.html">Project 1 on Machine Learning, deadline September 30, 2019</a>
+    <a class="navbar-brand" href="Project1-bs.html">Project 1 on Machine Learning, deadline October 7, 2019</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
@@ -144,7 +144,7 @@ MathJax.Hub.Config({
 
 
 <div class="jumbotron">
-<center><h1>Project 1 on Machine Learning, deadline September 30, 2019</h1></center>  <!-- document title -->
+<center><h1>Project 1 on Machine Learning, deadline October 7, 2019</h1></center>  <!-- document title -->
 
 <p>
 <!-- author(s): <a href="http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" target="_self">Data Analysis and Machine Learning FYS-STK3155/FYS4155</a> -->
@@ -159,7 +159,7 @@ MathJax.Hub.Config({
 <center><b>Department of Physics, University of Oslo, Norway</b></center>
 <br>
 <p>
-<center><h4>Sep 13, 2019</h4></center> <!-- date -->
+<center><h4>Sep 26, 2019</h4></center> <!-- date -->
 <br>
 <p>
 </div> <!-- end jumbotron -->
diff --git a/doc/Projects/2019/Project1/html/Project1-bs.html b/doc/Projects/2019/Project1/html/Project1-bs.html
index 4d61541a4..114f1b35f 100644
--- a/doc/Projects/2019/Project1/html/Project1-bs.html
+++ b/doc/Projects/2019/Project1/html/Project1-bs.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="Project 1 on Machine Learning, deadline September 30, 2019">
+<meta name="description" content="Project 1 on Machine Learning, deadline October 7, 2019">
 
-<title>Project 1 on Machine Learning, deadline September 30, 2019</title>
+<title>Project 1 on Machine Learning, deadline October 7, 2019</title>
 
 <!-- Bootstrap style: bootstrap -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -106,7 +106,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="Project1-bs.html">Project 1 on Machine Learning, deadline September 30, 2019</a>
+    <a class="navbar-brand" href="Project1-bs.html">Project 1 on Machine Learning, deadline October 7, 2019</a>
   </div>
 
   <div class="navbar-collapse collapse navbar-responsive-collapse">
@@ -144,7 +144,7 @@ MathJax.Hub.Config({
 
 
 <div class="jumbotron">
-<center><h1>Project 1 on Machine Learning, deadline September 30, 2019</h1></center>  <!-- document title -->
+<center><h1>Project 1 on Machine Learning, deadline October 7, 2019</h1></center>  <!-- document title -->
 
 <p>
 <!-- author(s): <a href="http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" target="_self">Data Analysis and Machine Learning FYS-STK3155/FYS4155</a> -->
@@ -159,7 +159,7 @@ MathJax.Hub.Config({
 <center><b>Department of Physics, University of Oslo, Norway</b></center>
 <br>
 <p>
-<center><h4>Sep 13, 2019</h4></center> <!-- date -->
+<center><h4>Sep 26, 2019</h4></center> <!-- date -->
 <br>
 <p>
 </div> <!-- end jumbotron -->
diff --git a/doc/Projects/2019/Project1/html/Project1.html b/doc/Projects/2019/Project1/html/Project1.html
index eaf0f1a1c..f350ddddb 100644
--- a/doc/Projects/2019/Project1/html/Project1.html
+++ b/doc/Projects/2019/Project1/html/Project1.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="Project 1 on Machine Learning, deadline September 30, 2019">
+<meta name="description" content="Project 1 on Machine Learning, deadline October 7, 2019">
 
-<title>Project 1 on Machine Learning, deadline September 30, 2019</title>
+<title>Project 1 on Machine Learning, deadline October 7, 2019</title>
 
 
 <style type="text/css">
@@ -101,7 +101,7 @@ MathJax.Hub.Config({
 
 
 
-<center><h1>Project 1 on Machine Learning, deadline September 30, 2019</h1></center>  <!-- document title -->
+<center><h1>Project 1 on Machine Learning, deadline October 7, 2019</h1></center>  <!-- document title -->
 
 <p>
 <!-- author(s): <a href="http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" target="_blank">Data Analysis and Machine Learning FYS-STK3155/FYS4155</a> -->
@@ -116,7 +116,7 @@ MathJax.Hub.Config({
 <center><b>Department of Physics, University of Oslo, Norway</b></center>
 <br>
 <p>
-<center><h4>Sep 13, 2019</h4></center> <!-- date -->
+<center><h4>Sep 26, 2019</h4></center> <!-- date -->
 <br>
 
 <h2 id="___sec0">Regression analysis and resampling methods  </h2>
diff --git a/doc/Projects/2019/Project1/ipynb/ipynb-Project1-src.tar.gz b/doc/Projects/2019/Project1/ipynb/ipynb-Project1-src.tar.gz
index 67731d4f9..4cae777dd 100644
Binary files a/doc/Projects/2019/Project1/ipynb/ipynb-Project1-src.tar.gz and b/doc/Projects/2019/Project1/ipynb/ipynb-Project1-src.tar.gz differ
diff --git a/doc/Projects/2019/Project1/pdf/Project1.p.tex b/doc/Projects/2019/Project1/pdf/Project1.p.tex
index bc823e0e1..ee1530565 100644
--- a/doc/Projects/2019/Project1/pdf/Project1.p.tex
+++ b/doc/Projects/2019/Project1/pdf/Project1.p.tex
@@ -135,7 +135,7 @@ final,                   % draft: marks overfull hboxes, figures with paths
 \begin{center}
 {\LARGE\bf
 \begin{spacing}{1.25}
-Project 1 on Machine Learning, deadline September 30, 2019
+Project 1 on Machine Learning, deadline October 7, 2019
 \end{spacing}
 }
 \end{center}
@@ -155,7 +155,7 @@ Project 1 on Machine Learning, deadline September 30, 2019
 
 % --- begin date ---
 \begin{center}
-Sep 13, 2019
+Sep 26, 2019
 \end{center}
 % --- end date ---
 
diff --git a/doc/Projects/2019/Project1/pdf/Project1.pdf b/doc/Projects/2019/Project1/pdf/Project1.pdf
index 39ea8532d..963505aa0 100644
Binary files a/doc/Projects/2019/Project1/pdf/Project1.pdf and b/doc/Projects/2019/Project1/pdf/Project1.pdf differ
diff --git a/doc/Projects/2019/Project1/pdf/Project1.tex b/doc/Projects/2019/Project1/pdf/Project1.tex
index 746f0a7cf..57ee02c4e 100644
--- a/doc/Projects/2019/Project1/pdf/Project1.tex
+++ b/doc/Projects/2019/Project1/pdf/Project1.tex
@@ -105,7 +105,7 @@ final,                   % draft: marks overfull hboxes, figures with paths
 \begin{center}
 {\LARGE\bf
 \begin{spacing}{1.25}
-Project 1 on Machine Learning, deadline September 30, 2019
+Project 1 on Machine Learning, deadline October 7, 2019
 \end{spacing}
 }
 \end{center}
@@ -125,7 +125,7 @@ Project 1 on Machine Learning, deadline September 30, 2019
 
 % --- begin date ---
 \begin{center}
-Sep 13, 2019
+Sep 26, 2019
 \end{center}
 % --- end date ---
 
diff --git a/doc/Projects/2019/Project1/pdf/Project1.tex~ b/doc/Projects/2019/Project1/pdf/Project1.tex~
index 241e7b781..0c4ffdbbd 100644
--- a/doc/Projects/2019/Project1/pdf/Project1.tex~
+++ b/doc/Projects/2019/Project1/pdf/Project1.tex~
@@ -105,7 +105,7 @@ final,                   % draft: marks overfull hboxes, figures with paths
 \begin{center}
 {\LARGE\bf
 \begin{spacing}{1.25}
-Project 1 on Machine Learning, deadline September 30, 2019
+Project 1 on Machine Learning, deadline October 7, 2019
 \end{spacing}
 }
 \end{center}
@@ -125,7 +125,7 @@ Project 1 on Machine Learning, deadline September 30, 2019
 
 % --- begin date ---
 \begin{center}
-Sep 13, 2019
+Sep 26, 2019
 \end{center}
 % --- end date ---
 
diff --git a/doc/src/Projects/2019/Project1/Project1.do.txt b/doc/src/Projects/2019/Project1/Project1.do.txt
index fb28bcdb7..237f1d6bf 100644
--- a/doc/src/Projects/2019/Project1/Project1.do.txt
+++ b/doc/src/Projects/2019/Project1/Project1.do.txt
@@ -1,4 +1,4 @@
-TITLE: Project 1 on Machine Learning, deadline September 30, 2019
+TITLE: Project 1 on Machine Learning, deadline October 7, 2019
 AUTHOR: "Data Analysis and Machine Learning FYS-STK3155/FYS4155":"http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo, Norway
 DATE: today
 
diff --git a/doc/src/Splines/logsgd.py b/doc/src/Splines/logsgd.py
index 5d0ed94ca..e78691984 100644
--- a/doc/src/Splines/logsgd.py
+++ b/doc/src/Splines/logsgd.py
@@ -5,12 +5,10 @@ import matplotlib.pyplot as plt
 from sklearn.linear_model import SGDRegressor
 
 x = 2*np.random.rand(100,1)
-y = 4+3*x+np.random.randn(100,1)
+y = 4+3*x#+np.random.randn(100,1)
 
 xb = np.c_[np.ones((100,1)), x]
-theta_linreg = np.linalg.inv(xb.T.dot(xb)).dot(xb.T).dot(y)
-print("Own inversion")
-print(theta_linreg)
+
 sgdreg = SGDRegressor(max_iter = 50, penalty=None, eta0=0.1)
 sgdreg.fit(x,y.ravel())
 print("sgdreg from scikit")
@@ -18,13 +16,12 @@ print(sgdreg.intercept_, sgdreg.coef_)
 
 
 theta = np.random.randn(2,1)
-
 eta = 0.1
 Niterations = 1000
 m = 100
 
 for iter in range(Niterations):
-    gradients = 2.0/m*xb.T.dot(xb.dot(theta)-y)
+    gradients = 2.0/m*xb.T @ ((xb @ theta)-y)
     theta -= eta*gradients
 print("theta from own gd")
 print(theta)
@@ -32,7 +29,6 @@ print(theta)
 xnew = np.array([[0],[2]])
 xbnew = np.c_[np.ones((2,1)), xnew]
 ypredict = xbnew.dot(theta)
-ypredict2 = xbnew.dot(theta_linreg)
 
 n_epochs = 50
 t0, t1 = 5, 50
@@ -47,14 +43,13 @@ for epoch in range(n_epochs):
         random_index = np.random.randint(m)
         xi = xb[random_index:random_index+1]
         yi = y[random_index:random_index+1]
-        gradients = 2 * xi.T.dot(xi.dot(theta)-yi)
+        gradients = 2 * xi.T @ ((xi @ theta)-yi)
         eta = learning_schedule(epoch*m+i)
         theta = theta - eta*gradients
 print("theta from own sdg")
 print(theta)
 
 plt.plot(xnew, ypredict, "r-")
-plt.plot(xnew, ypredict2, "b-")
 plt.plot(x, y ,'ro')
 plt.axis([0,2.0,0, 15.0])
 plt.xlabel(r'$x$')
diff --git a/doc/web/course.dlog b/doc/web/course.dlog
index f5cc80b0c..b83158c6a 100644
--- a/doc/web/course.dlog
+++ b/doc/web/course.dlog
@@ -110,3 +110,7 @@ running preprocess -DFORMAT=html -DDEVICE=screen  course.do.txt > tmp_preprocess
 running mako on tmp_preprocess__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 preprocess -DFORMAT=html -DDEVICE=screen  course.do.txt > tmp_preprocess__course.do.txt
+running mako on tmp_preprocess__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 04bacdb3a..045ec6cbf 100644
--- a/doc/web/course.do.txt
+++ b/doc/web/course.do.txt
@@ -102,7 +102,7 @@ ${text_types(ch)}
 
 
 
-=== Project 1, Deadline September 30 (available August 26) ===
+=== Project 1, Deadline October 7 (available August 26) ===
  * LaTeX and PDF:
      * "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.tex"
      * "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.pdf"
@@ -111,7 +111,7 @@ ${text_types(ch)}
    * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/html/Project1-bs.html"
 
 
-=== Project 2, Deadline November 4 (avaliable September 23) ===
+=== Project 2, Deadline November 4 (avaliable September 30) ===
  * LaTeX and PDF:
      * "Latex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.tex"
      * "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.pdf"
diff --git a/doc/web/course.do.txt~ b/doc/web/course.do.txt~
index f0d477046..04bacdb3a 100644
--- a/doc/web/course.do.txt~
+++ b/doc/web/course.do.txt~
@@ -79,23 +79,12 @@ ${text_types(ch)}
 % endfor
 
 
-!split
-===== Python and Scikit Learn, a short guide  =====
- * HTML format only:
-   * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/ComputationalPhysics/doc/pub/learningpython/html/learningpython-bs.html"
-
-!split
-===== Teach yourself C++ =====
- * HTML format only:
-   * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/ComputationalPhysics/doc/pub/learningcpp/html/learningcpp-bs.html"
-
-
 
 
 !split
 ===== Projects and Exercises Fall 2019 =====
 
-=== First homework set, week 35 ===
+=== First homework set, week 35 (Available August 20) ===
  * LaTeX and PDF:
      * "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/hw1/pdf/hw1.tex"
      * "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/hw1/pdf/hw1.pdf"
@@ -103,7 +92,7 @@ ${text_types(ch)}
    * "Plain html":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/hw1/html/hw1.html"
    * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2019/hw1/html/hw1-bs.html"
 
-=== Second homework set, week 36 ===
+=== Second homework set, week 36 (Available August 26) ===
  * LaTeX and PDF:
      * "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/hw2/pdf/hw2.tex"
      * "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/hw2/pdf/hw2.pdf"
@@ -113,7 +102,7 @@ ${text_types(ch)}
 
 
 
-=== Project 1, Deadline September 30 ===
+=== Project 1, Deadline September 30 (available August 26) ===
  * LaTeX and PDF:
      * "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.tex"
      * "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.pdf"
@@ -122,7 +111,7 @@ ${text_types(ch)}
    * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/html/Project1-bs.html"
 
 
-=== Project 2, Deadline November 4 ===
+=== Project 2, Deadline November 4 (avaliable September 23) ===
  * LaTeX and PDF:
      * "Latex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.tex"
      * "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.pdf"
@@ -130,7 +119,7 @@ ${text_types(ch)}
    * "Plain html":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/html/Project2.html"
    * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/html/Project2-bs.html"
 
-=== Project 3, Deadline December 13 ===
+=== Project 3, Deadline December 13 (available October 28) ===
  * LaTeX and PDF:
      * "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project3/pdf/Project3.tex"
      * "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project3/pdf/Project3.pdf"
@@ -235,43 +224,3 @@ _General Machine Learning Books_:
 
 
 
-!split
-===== Teaching schedule Fall 2019 =====
-
-Acronyms for textbooks and references to chapter
-* HTF: "Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer":"https://www.springer.com/gp/book/9780387848570"
-* AG: "Aurelien Geron, Hands‑On Machine Learning with Scikit‑Learn and TensorFlow, O'Reilly":"http://shop.oreilly.com/product/0636920052289.do"
-
-|----------------------------------------------------------------------------------------------------------------------------|
-|  Week and days  |  Topics to be covered | Projects, exercises and deadlines | Reading assignments|  Lab  activities                   |
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 34| Introduction and regression analysis   | Exercises TBD | HTF chapters 1-3 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Regression/html/Regression-bs.html"| No lab first week |
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 35 | Regression analysis | Exercises TBD | HTF chapter 3 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Regression/html/Regression-bs.html"| Introduction to Git, GitHub and Python software, Python technicalities and work on exercises|
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 36 | Regression analysis and nearest neighbors| Exercises TBD | HTF chapters 3, 4 and 13 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Regression/html/Regression-bs.html" | Work on exercises|
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 37 | Classification and logistic regression | "Presentation of Project 1, deadline October 1":"https://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/html/Project1-bs.html"  | HTF chapter 4 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Regression/html/Regression-bs.html" | Work on project 1|
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 38 | Optimization methods | Exercises and project 1  | HTF chapter 5 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Splines/html/Splines-bs.html" | Work on project 1, deadline October 1|
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 39 | Logistic regression and optimization | Project 1  | "Lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Bayesian/html/Bayesian-bs.html" | Work on Project 1|
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 40 | Neural Networks | Presentation of project 2, deadline November 12  | "Lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Statistics/html/Statistics-bs.html" | Deadline project 1, October 1|
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 41 | Neural Networks | Project 2  | "Lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Statistics/html/Statistics-bs.html" | Work on project 2 |
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 42 | Neural Networks | Project 2  | HTF chapter 11 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/NeuralNet/html/NeuralNet-bs.html" | Work on project 2 |
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 43 | Dimensionality reduction and support vector machines | Project 2  | HTF chapters 3 and 12 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/NeuralNet/html/NeuralNet-bs.html"  | Work on project 2 |
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 44 | SVM and tree and forest models | Project 2  | HTF chapter 9 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/NeuralNet/html/NeuralNet-bs.html" | Work on project 2 |
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 45 | SVM and tree and forest models | Presentation and discussion of project 3  | HTF chapter 14 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/BM/html/BM-bs.html" | Deadline project 2 November 12 |
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 46 | Bayesian statitics | Project 3, deadline December 14  | | Work on project 3 |
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 47 | Unsupervised learning, Boltzmann machines | Project 3  |  | Work on project 3 |
-|----------------------------------------------------------------------------------------------------------------------------|
-| Week 48 | Summary of course and final workshop | Project 3  | Lecture notes | Final workshop with presentation of project 3 (TBA)|
-|----------------------------------------------------------------------------------------------------------------------------|
diff --git a/doc/web/course.html b/doc/web/course.html
index 4a91eecaf..bebcbe734 100644
--- a/doc/web/course.html
+++ b/doc/web/course.html
@@ -122,11 +122,11 @@ div { text-align: justify; text-justify: inter-word; }
                3,
                None,
                '___sec21'),
-              ('Project 1, Deadline September 30 (available August 26)',
+              ('Project 1, Deadline October 7 (available August 26)',
                3,
                None,
                '___sec22'),
-              ('Project 2, Deadline November 4 (avaliable September 23)',
+              ('Project 2, Deadline November 4 (avaliable September 30)',
                3,
                None,
                '___sec23'),
@@ -804,7 +804,7 @@ formulas in HTML or ipython notebook files.
 
 </ul>
 
-<h3 id="___sec22">Project 1, Deadline September 30 (available August 26) </h3>
+<h3 id="___sec22">Project 1, Deadline October 7 (available August 26) </h3>
 
 <ul>
  <li> LaTeX and PDF:</li>
@@ -823,7 +823,7 @@ formulas in HTML or ipython notebook files.
 
 </ul>
 
-<h3 id="___sec23">Project 2, Deadline November 4 (avaliable September 23) </h3>
+<h3 id="___sec23">Project 2, Deadline November 4 (avaliable September 30) </h3>
 
 <ul>
  <li> LaTeX and PDF:</li>
diff --git a/doc/web/tmp_mako__course.do.txt b/doc/web/tmp_mako__course.do.txt
index c5d554a1b..4c98dd689 100644
--- a/doc/web/tmp_mako__course.do.txt
+++ b/doc/web/tmp_mako__course.do.txt
@@ -321,7 +321,7 @@ formulas in HTML or ipython notebook files.
 
 
 
-=== Project 1, Deadline September 30 (available August 26) ===
+=== Project 1, Deadline October 7 (available August 26) ===
  * LaTeX and PDF:
      * "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.tex"
      * "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.pdf"
@@ -330,7 +330,7 @@ formulas in HTML or ipython notebook files.
    * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/html/Project1-bs.html"
 
 
-=== Project 2, Deadline November 4 (avaliable September 23) ===
+=== Project 2, Deadline November 4 (avaliable September 30) ===
  * LaTeX and PDF:
      * "Latex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.tex"
      * "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.pdf"
diff --git a/doc/web/tmp_preprocess__course.do.txt b/doc/web/tmp_preprocess__course.do.txt
index 7a05fe013..cfb4ad418 100644
--- a/doc/web/tmp_preprocess__course.do.txt
+++ b/doc/web/tmp_preprocess__course.do.txt
@@ -96,7 +96,7 @@ ${text_types(ch)}
 
 
 
-=== Project 1, Deadline September 30 (available August 26) ===
+=== Project 1, Deadline October 7 (available August 26) ===
  * LaTeX and PDF:
      * "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.tex"
      * "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.pdf"
@@ -105,7 +105,7 @@ ${text_types(ch)}
    * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/html/Project1-bs.html"
 
 
-=== Project 2, Deadline November 4 (avaliable September 23) ===
+=== Project 2, Deadline November 4 (avaliable September 30) ===
  * LaTeX and PDF:
      * "Latex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.tex"
      * "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.pdf"