diff --git a/README.md b/README.md
index 15568ad..3e122af 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
 
 This course is intended for researchers that have at least basic programming skills in Python. It targets researchers that want to enhance their general data manipulation and analysis skills in Python. 
 
-The course does not aim to provide a course in statistics or machine learning. It aims to provide researchers the means to effectively tackle commonly encountered data handling tasks in order to increase the overall efficiency of the research. 
+The course does not aim to provide a course in statistics or machine learning. It aims to provide researchers the means to effectively tackle commonly encountered data handling tasks in order to increase the overall efficiency of their research, and subsequent result presentation(visualisation). 
 
 The course has been developed as a specialist course for the Doctoral schools of Ghent University, but can be taught to others upon request (and the material is freely available to re-use).
 
@@ -20,7 +20,7 @@ In case you do not want to install everything and just want to try out the cours
 
 ## Contributing
 
-Found any typo or have a suggestion, see [how to contribute](./CONTRIBUTING.md).
+Found any typo or have a suggestion, see [how to contribute](./docs/contributing.md).
 
 
 ## Meta