diff --git a/benchmark/training/streaming_wakeword/README.md b/benchmark/training/streaming_wakeword/README.md
index fc44e33..c728cfd 100644
--- a/benchmark/training/streaming_wakeword/README.md
+++ b/benchmark/training/streaming_wakeword/README.md
@@ -81,4 +81,7 @@ To train a model, you can use the `train.py` script.  Note that training (includ
 
 ```
 python train.py --num_samples_training=1000 --num_samples_validation=1000 --epochs=5 --pretrain_epochs=3
-```
\ No newline at end of file
+```
+
+## Demonstration notebook
+You can also run the jupyter notebook `demo.ipynb` to get a feel for the data, see the main processes, and visualize some of the data, including a closer look at data where the model makes mistakes.