diff --git a/doc/pub/Intro2Course/html/._Intro2Course-bs003.html b/doc/pub/Intro2Course/html/._Intro2Course-bs003.html
index 6a01c77f0..9f216decf 100644
--- a/doc/pub/Intro2Course/html/._Intro2Course-bs003.html
+++ b/doc/pub/Intro2Course/html/._Intro2Course-bs003.html
@@ -120,17 +120,17 @@ end of tocinfo -->
 <p> <!-- subsequent paragraphs come in larger fonts, so start with a paragraph -->
 
 <ul>
-  <li> Three compulsory projects. Electronic reports only using <a href="https://www.uio.no/english/services/it/education/canvas/" target="_self">Canvas</a> to hand in projects and <a href="https://github.com/" target="_self">Git</a> for repository and all your material.</li>
+  <li> Three compulsory projects. Electronic reports only using <a href="https://www.uio.no/english/services/it/education/canvas/" target="_self">Canvas</a> to hand in projects and <a href="https://git-scm.com/" target="_self">git</a> as version control software and <a href="https://github.com/" target="_self">GitHub</a> for repository (or <a href="https://about.gitlab.com/" target="_self">GitLab</a>) of all your material.</li>
   <li> Evaluation and grading: The three projects are graded and each counts 1/3 of the final mark. No final written or oral exam.
 
 <ol type="a"></li>
-   <li> For the last project Each group/participant submits a proposal or works with suggested (by us) proposals for the project.</li>
+   <li> For the last project each group/participant submits a proposal or works with suggested (by us) proposals for the project.</li>
    <li> If possible, we would like to organize the last project as a workshop where each group makes a poster and presents this to all other participants of the course</li>
    <li> Poster session where all participants can study and discuss the other proposals.</li>
    <li> Based on feedback etc, each group finalizes the report and submits for grading.</li> 
 </ol>
 
-  <li> Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programmin languages. All source codes discussed during the lectures can be found at the webpage and <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Programs" target="_self">github address</a> of the course.</li> 
+  <li> Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Programs" target="_self">github address</a> of the course.</li> 
 </ul>
 </div>
 </div>
diff --git a/doc/pub/Intro2Course/html/Intro2Course-reveal.html b/doc/pub/Intro2Course/html/Intro2Course-reveal.html
index a4cd51df1..a9f60069c 100644
--- a/doc/pub/Intro2Course/html/Intro2Course-reveal.html
+++ b/doc/pub/Intro2Course/html/Intro2Course-reveal.html
@@ -194,13 +194,13 @@ td.padding {
 <b></b>
 <ul>
 
-<p><li> Three compulsory projects. Electronic reports only using <a href="https://www.uio.no/english/services/it/education/canvas/" target="_blank">Canvas</a> to hand in projects and <a href="https://github.com/" target="_blank">Git</a> for repository and all your material.</li>
+<p><li> Three compulsory projects. Electronic reports only using <a href="https://www.uio.no/english/services/it/education/canvas/" target="_blank">Canvas</a> to hand in projects and <a href="https://git-scm.com/" target="_blank">git</a> as version control software and <a href="https://github.com/" target="_blank">GitHub</a> for repository (or <a href="https://about.gitlab.com/" target="_blank">GitLab</a>) of all your material.</li>
 
 <p><li> Evaluation and grading: The three projects are graded and each counts 1/3 of the final mark. No final written or oral exam.
 
 <ol type="a"></li>
 
-<p><li> For the last project Each group/participant submits a proposal or works with suggested (by us) proposals for the project.</li>
+<p><li> For the last project each group/participant submits a proposal or works with suggested (by us) proposals for the project.</li>
 
 <p><li> If possible, we would like to organize the last project as a workshop where each group makes a poster and presents this to all other participants of the course</li>
 
@@ -208,7 +208,7 @@ td.padding {
 
 <p><li> Based on feedback etc, each group finalizes the report and submits for grading.</li> 
 </ol>
-<p><li> Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programmin languages. All source codes discussed during the lectures can be found at the webpage and <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Programs" target="_blank">github address</a> of the course.</li> 
+<p><li> Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Programs" target="_blank">github address</a> of the course.</li> 
 </ul>
 </div>
 </section>
diff --git a/doc/pub/Intro2Course/html/Intro2Course-solarized.html b/doc/pub/Intro2Course/html/Intro2Course-solarized.html
index ed4ee5f54..bfa55ec6f 100644
--- a/doc/pub/Intro2Course/html/Intro2Course-solarized.html
+++ b/doc/pub/Intro2Course/html/Intro2Course-solarized.html
@@ -163,17 +163,17 @@ end of tocinfo -->
 <p>
 
 <ul>
-  <li> Three compulsory projects. Electronic reports only using <a href="https://www.uio.no/english/services/it/education/canvas/" target="_blank">Canvas</a> to hand in projects and <a href="https://github.com/" target="_blank">Git</a> for repository and all your material.</li>
+  <li> Three compulsory projects. Electronic reports only using <a href="https://www.uio.no/english/services/it/education/canvas/" target="_blank">Canvas</a> to hand in projects and <a href="https://git-scm.com/" target="_blank">git</a> as version control software and <a href="https://github.com/" target="_blank">GitHub</a> for repository (or <a href="https://about.gitlab.com/" target="_blank">GitLab</a>) of all your material.</li>
   <li> Evaluation and grading: The three projects are graded and each counts 1/3 of the final mark. No final written or oral exam.
 
 <ol type="a"></li>
-   <li> For the last project Each group/participant submits a proposal or works with suggested (by us) proposals for the project.</li>
+   <li> For the last project each group/participant submits a proposal or works with suggested (by us) proposals for the project.</li>
    <li> If possible, we would like to organize the last project as a workshop where each group makes a poster and presents this to all other participants of the course</li>
    <li> Poster session where all participants can study and discuss the other proposals.</li>
    <li> Based on feedback etc, each group finalizes the report and submits for grading.</li> 
 </ol>
 
-  <li> Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programmin languages. All source codes discussed during the lectures can be found at the webpage and <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Programs" target="_blank">github address</a> of the course.</li> 
+  <li> Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Programs" target="_blank">github address</a> of the course.</li> 
 </ul>
 </div>
 
diff --git a/doc/pub/Intro2Course/html/Intro2Course.html b/doc/pub/Intro2Course/html/Intro2Course.html
index e4ffd4a85..6d15f0615 100644
--- a/doc/pub/Intro2Course/html/Intro2Course.html
+++ b/doc/pub/Intro2Course/html/Intro2Course.html
@@ -168,17 +168,17 @@ end of tocinfo -->
 <p>
 
 <ul>
-  <li> Three compulsory projects. Electronic reports only using <a href="https://www.uio.no/english/services/it/education/canvas/" target="_blank">Canvas</a> to hand in projects and <a href="https://github.com/" target="_blank">Git</a> for repository and all your material.</li>
+  <li> Three compulsory projects. Electronic reports only using <a href="https://www.uio.no/english/services/it/education/canvas/" target="_blank">Canvas</a> to hand in projects and <a href="https://git-scm.com/" target="_blank">git</a> as version control software and <a href="https://github.com/" target="_blank">GitHub</a> for repository (or <a href="https://about.gitlab.com/" target="_blank">GitLab</a>) of all your material.</li>
   <li> Evaluation and grading: The three projects are graded and each counts 1/3 of the final mark. No final written or oral exam.
 
 <ol type="a"></li>
-   <li> For the last project Each group/participant submits a proposal or works with suggested (by us) proposals for the project.</li>
+   <li> For the last project each group/participant submits a proposal or works with suggested (by us) proposals for the project.</li>
    <li> If possible, we would like to organize the last project as a workshop where each group makes a poster and presents this to all other participants of the course</li>
    <li> Poster session where all participants can study and discuss the other proposals.</li>
    <li> Based on feedback etc, each group finalizes the report and submits for grading.</li> 
 </ol>
 
-  <li> Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programmin languages. All source codes discussed during the lectures can be found at the webpage and <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Programs" target="_blank">github address</a> of the course.</li> 
+  <li> Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Programs" target="_blank">github address</a> of the course.</li> 
 </ul>
 </div>
 
diff --git a/doc/pub/Intro2Course/ipynb/ipynb-Intro2Course-src.tar.gz b/doc/pub/Intro2Course/ipynb/ipynb-Intro2Course-src.tar.gz
index 9a41b0a00..d97b0bbc2 100644
Binary files a/doc/pub/Intro2Course/ipynb/ipynb-Intro2Course-src.tar.gz and b/doc/pub/Intro2Course/ipynb/ipynb-Intro2Course-src.tar.gz differ
diff --git a/doc/pub/Intro2Course/pdf/Intro2Course-minted.pdf b/doc/pub/Intro2Course/pdf/Intro2Course-minted.pdf
index a2b382d8e..5449dbdbd 100644
Binary files a/doc/pub/Intro2Course/pdf/Intro2Course-minted.pdf and b/doc/pub/Intro2Course/pdf/Intro2Course-minted.pdf differ
diff --git a/doc/src/Intro2Course/Intro2Course.do.txt b/doc/src/Intro2Course/Intro2Course.do.txt
index 2cc4cf41d..43e57cca1 100644
--- a/doc/src/Intro2Course/Intro2Course.do.txt
+++ b/doc/src/Intro2Course/Intro2Course.do.txt
@@ -34,13 +34,13 @@ DATE: today
 ===== Course Format =====
 
 !bblock
-  * Three compulsory projects. Electronic reports only using "Canvas":"https://www.uio.no/english/services/it/education/canvas/" to hand in projects and "Git":"https://github.com/" for repository and all your material.
+  * Three compulsory projects. Electronic reports only using "Canvas":"https://www.uio.no/english/services/it/education/canvas/" to hand in projects and "git":"https://git-scm.com/" as version control software and "GitHub":"https://github.com/" for repository (or "GitLab":"https://about.gitlab.com/") of all your material.
   * Evaluation and grading: The three projects are graded and each counts 1/3 of the final mark. No final written or oral exam.
-    o For the last project Each group/participant submits a proposal or works with suggested (by us) proposals for the project.
+    o For the last project each group/participant submits a proposal or works with suggested (by us) proposals for the project.
     o If possible, we would like to organize the last project as a workshop where each group makes a poster and presents this to all other participants of the course
     o Poster session where all participants can study and discuss the other proposals.
     o Based on feedback etc, each group finalizes the report and submits for grading. 
-  * Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programmin languages. All source codes discussed during the lectures can be found at the webpage and "github address":"https://github.com/CompPhysics/MachineLearning/tree/master/doc/Programs" of the course. 
+  * Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and "github address":"https://github.com/CompPhysics/MachineLearning/tree/master/doc/Programs" of the course. 
 !eblock