diff --git a/doc/TRAINING.md b/doc/TRAINING.md
index 248d423..a83d05c 100644
--- a/doc/TRAINING.md
+++ b/doc/TRAINING.md
@@ -18,7 +18,7 @@ You can edit the example `train.json` file to your liking, then run the followin
 
 Be careful with editing the json file, as any syntax errors will cause the program to crash.  You might want to use a json validator to check your file before running it.  You can use an online validator such as https://jsonlint.com/ or look at it in VS Code.
 
-One particular note is if your path to data_root or resume_ckpt has backslashes they need to use double \\ or single /.  There is an example train.json in the repo root.
+One particular note is if your path to `data_root` or `resume_ckpt` has backslashes they need to use double \\\ or single /.  There is an example train.json in the repo root.
 
 ## Running from the command line with arguments