diff --git a/monte_carlo_gradients/requirements.txt b/monte_carlo_gradients/requirements.txt
index 3aac5c6..bc02946 100644
--- a/monte_carlo_gradients/requirements.txt
+++ b/monte_carlo_gradients/requirements.txt
@@ -3,5 +3,5 @@ dm-sonnet==1.34
 numpy==1.16.4
 scipy==1.4.1
 scikit-learn==0.21
-tensorflow==1.15.2
+tensorflow==2.9.3
 tfp-nightly==0.9.0.dev20191101