diff --git a/README.rst b/README.rst
index 13eb9343088fe41593bd6c381cecd44ce4884076..91108d43c9591d7971959f06df2f50dd3240103c 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 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
 
 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/