diff --git a/requirements.txt b/requirements.txt
index 13f413a..fdfdd1c 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -8,7 +8,7 @@ seaborn==0.12.2
 # Machine learning
 scikit-learn==1.2.2
 tensorflow==2.12.0  # or pytorch==2.0.0 if you prefer PyTorch
-keras==2.12.0
+keras==3.12.0
 
 # Data visualization
 plotly==5.13.1