diff --git a/README.md b/README.md
index 00a2a22..3fbfddb 100644
--- a/README.md
+++ b/README.md
@@ -17,6 +17,9 @@ A `data.pkl` file is provided for your convenience with input / output samples.
 python main.py
 ```
 
+You can also instead use the included [jupyter notebook](./DemoMUD.ipynb).
+
+
 # info
 
 The inputs are the parameters to a `1x4` matrix which is multiplied against the observations of the state in order to make a decision for the next action (push left or right). The output of the vector inner-product is binarized by comparing it to zero as a threshold value.