diff --git a/layout.md b/layout.md
index 2821adb3e3038ce74dd8c04f837b7ae96289c965..c06c62418e9b8c1345e95fe90539ae6a96dd63db 100644
--- a/layout.md
+++ b/layout.md
@@ -7,9 +7,11 @@
 # Concepts
 
 - smooth learning curve
-- explain fundamental concepts first, discuss  exceptions, corner cases, pitfalls late.
-- plotting / pandas / numpy first. Else we participants might be disctracted during
-  coding exercises and miss the actual learning goal of an exercise.
+- explain fundamental concepts first, discuss  exceptions, corner cases,
+  pitfalls late.
+- plotting / pandas / numpy first. Else participants might be fight with these
+  basics during coding sessions and will be disctracted from the actual
+  learning goal of an exercise.
 
 
 # Course structure
@@ -21,7 +23,6 @@
 - quick basics matplotlib, numpy, pandas
 
 
-
 ## Part 1: Introduction
 
 - Why machine learning ?