diff --git a/README.md b/README.md
index 8788499..0ba8cb8 100644
--- a/README.md
+++ b/README.md
@@ -3,3 +3,6 @@ MNIST classifier from scratch
 
 * MLP Model Accuracy: 96%
 * CNN Model Accuracy: 98%
+
+* Training Notebook: mnist_classifier.ipynb
+* Cleaned Python Version: mnist_classifier.py
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