diff --git a/course_layout.md b/course_layout.md
index fccff08e2e87cd83340eba8e8991ff417603491a..2c6f3eaf0722fc4f8b2fd7c86b4dfe5dedbd868b 100644
--- a/course_layout.md
+++ b/course_layout.md
@@ -1,6 +1,5 @@
 
 
-
 # Targeted audience
 
 - Researchers from DBIOL, BSSE and DGESS having no machine learning experience yet.
@@ -164,7 +163,7 @@ Intention: accuracy is usefull but has pitfalls
 
 ### Coding session
 
-- build SVM and Random forest crossval pipelines for previous examples
+- build SVM and LinearRegression crossval pipelines for previous examples
 - use PCA in pipeline for (+) to improve performance
 - find optimal SVM parameters
 - find optimal pca components number