diff --git a/README.md b/README.md
index 90c5f73..fc0d6c6 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
-## Dimitri Kourouniotis Data Scientist
+## Dimitri Kourouniotis Data Science Enthusiast
-Analysing FCC Net Neutrality Comments using Machine Learning and NLP
+# Analysing FCC Net Neutrality Comments using Machine Learning and NLP
Supervised Machine Learning using NLP
by Dimitri Kourouniotis
@@ -32,9 +32,10 @@ A blog post published by Jeff Kao caught my attention and I followed up with him
09 Classifiers and Feature Selection
-Acknowledgements
-Many thanks to my mentor, Rajiv Shah!
-Thanks to the following for the data and code help for this capstone:
+##Acknowledgements
+Many thanks to my mentor, Rajiv Shah!
+
+###Thanks to the following for the data and code help for this capstone:
Data: Jeff Kao
More than a million pro-repeal net neutrality comments were likely faked
https://hackernoon.com/more-than-a-million-pro-repeal-net-neutrality-comments-were-likely-faked-e9f0e3ed36a6