diff --git a/hpvm/projects/keras/README.md b/hpvm/projects/keras/README.md
index d6c7be8e7c2ffdf14ed4c2ab361e22535b0709de..4abb5563fb1e0c0749c9bc67c9d7debe5adce93e 100644
--- a/hpvm/projects/keras/README.md
+++ b/hpvm/projects/keras/README.md
@@ -86,7 +86,9 @@ The binary is built with the name `HPVM_binary`.
 
 **NOTE:** Before running `HPVM_binary` necessary to set CUDA/CUDNN paths with:
 
-`source ${HPVM_root}/set_paths.sh`
+```
+source ${PATH_TO_YOUR_HPVM_ROOT}/hpvm/set_paths.sh
+```
 
 **Parameters to Change in Code** 
 
@@ -144,7 +146,9 @@ trained keras model - training parameters should be tuned here.
 
 `scripts/test_benchmarks.py` is an automated test script that evaluates the accuracy of each Benchmark in Keras and HPVM (after comilation using HPVM Compiler) and compares the accuracy of each binary to the known correct accuracy. Run from root of `project/keras/` as:
 
-`python scripts/test_benchmarks.py`
+```
+python scripts/test_benchmarks.py
+```
 
 
 ## Suppported Operations