diff --git a/MATLAB_deeplearning/README.md b/MATLAB_deeplearning/README.md
index 53c5b21..5f15d6f 100644
--- a/MATLAB_deeplearning/README.md
+++ b/MATLAB_deeplearning/README.md
@@ -1,9 +1,7 @@
-Companion Code for "Deep Learning for Computer Vision with MATLAB" by Shashank Prasanna
-============================
+# Companion Code for "Deep Learning for Computer Vision with MATLAB"
 
-This folder contains source code from the NVIDIA Parallel Forall Blog post [Deep Learning for Computer Vision with MATLABMATLAB by Joss Knight]() by Shashank Prasanna (The Mathworks).
+This folder contains source code from the NVIDIA Parallel Forall Blog post [Deep Learning for Computer Vision with MATLAB](http://nvda.ly/TSOT0) by Shashank Prasanna (The Mathworks).
 
-License
--------
+## License
 
 These examples are released under the BSD open source license.  Refer to license.txt in this directory for full details.