diff --git a/tensorflow_privacy/privacy/membership_inference_attack/README.md b/tensorflow_privacy/privacy/membership_inference_attack/README.md
index 654207b..9752194 100644
--- a/tensorflow_privacy/privacy/membership_inference_attack/README.md
+++ b/tensorflow_privacy/privacy/membership_inference_attack/README.md
@@ -24,10 +24,7 @@ We're **revamping our attacks API to make it more structured, modular and
 extensible**. The docs below refers to the legacy experimental API and will be
 updated soon. Stay tuned!
 
-For a quick preview, you can take a look at [data_structures.py]
-(https://github.com/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/membership_inference_attack/data_structures.py)
-and [membership_inference_attack_new.py]
-(https://github.com/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/membership_inference_attack/membership_inference_attack_new.py).
+For a quick preview, you can take a look at `data_structures.py` and `membership_inference_attack_new.py`.
 
 For now, here's a reference to the legacy API.