diff --git a/README.md b/README.md
index 1eb32e4..1f4f18e 100644
--- a/README.md
+++ b/README.md
@@ -159,4 +159,9 @@ forecast_df = tfm.forecast_on_df(
     freq="M",  # monthly
     value_name="y",
     num_jobs=-1,
-)```
+)
+```
+
+## Finetuning
+
+We have provided an example of finetuning the model on a new dataset in `notebooks/finetuning.ipynb`. 
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