diff --git a/README.md b/README.md
index f7e1758..70f263b 100644
--- a/README.md
+++ b/README.md
@@ -6,25 +6,25 @@ This project consists of a series or wrappers and tools that can make it easier
 
 
  Here's a layout of the repository:
-
+```
 root/
  python/ (All Python Modules and Projects)
  scripts/ (ANT, Maven or other scripts)
  resources/ (Resource files for training and testing purposes)
     training/
     tests/
-
+```
 For Python Modules
 
 For each script, you can run it without arguments to see example usage.
 
-If you are using this to migrate from WEA to NLC, we reccommend the following workflow:
+If you are using this to migrate from WEA to NLC, we recommend the following workflow:
 Step 0: Export the Ground truth XML from WEA. 
-Step 1 : Use python/Extract.py to convert ground truth snapshot into CSVs. 
-Step 2 : Use python/split.py to split train and test set. You will use the train set to 
+Step 1 : Use `python/Extract.py` to convert ground truth snapshot into CSVs. 
+Step 2 : Use `python/split.py` to split train and test set. You will use the train set to 
 
-Step 3 : Use python/nlc.py to train NLC using the train set
+Step 3 : Use `python/nlc.py` to train NLC using the train set
 
-Step 4 : Use python/test.py to test NLC using the test set
+Step 4 : Use `python/test.py` to test NLC using the test set
 
 Have fun!!!