diff --git a/machine-learning/ml-ops-in-a-box/requirements.txt b/machine-learning/ml-ops-in-a-box/requirements.txt
index af474149..bfc82304 100644
--- a/machine-learning/ml-ops-in-a-box/requirements.txt
+++ b/machine-learning/ml-ops-in-a-box/requirements.txt
@@ -1,5 +1,5 @@
 pytest==7.1.2
-mlflow==1.27.0
+mlflow==3.1.0
 pandas==1.4.3
 sklearn==0.0
 scikit-learn==1.1.1