diff --git a/README.rst b/README.rst
index 13eb9343088fe41593bd6c381cecd44ce4884076..3ecb2322e642088db9ca688678e565d343c97e5c 100644
--- a/README.rst
+++ b/README.rst
@@ -10,15 +10,20 @@ To install the package, clone it to a local folder, then run `pip install -e .`
 Overview
 ------------
 
+**Recommend running everything from the project root directory (ensures yolo will work).**
+
 Main sparse coding file is found at:
-sparse_coding_torch/train_sparse_model.py
+    sparse_coding_torch/train_sparse_model.py
 
 Sparse coding command example:
-python train_sparse_model.py
+    python sparse_coding_torch/train_sparse_model.py --dataset pnb --train
 
 
 Main classification model is found at:
-sparse_coding_torch/train_classifier.py
+    sparse_coding_torch/train_classifier.py
 
 Classification command example:
-python small_data_classifier.py --checkpoint sparse.pt
+    python sparse_coding_torch/train_classifier.py --sparse_checkpoint sparse.pt --dataset pnb --train
+
+PTX Checkpoints can be found at:
+    ptx_tensorflow/