diff --git a/examples/beautiful_mnist.py b/examples/beautiful_mnist.py
index 4f43e414f8..b5c834ef02 100644
--- a/examples/beautiful_mnist.py
+++ b/examples/beautiful_mnist.py
@@ -1,4 +1,4 @@
-# model based off https://towardsdatascience.com/going-beyond-99-mnist-handwritten-digits-recognition-cfff96337392
+# model based off https://medium.com/data-science/going-beyond-99-mnist-handwritten-digits-recognition-cfff96337392
 from typing import List, Callable
 from tinygrad import Tensor, TinyJit, nn, GlobalCounters
 from tinygrad.helpers import getenv, colored, trange