diff --git a/deep_fm/README.md b/deep_fm/README.md
index eb7e628048f7e77feef0948d3dd3532bacf9fea8..dfd15d449387e8490c43d9355b58409e070f3218 100644
--- a/deep_fm/README.md
+++ b/deep_fm/README.md
@@ -73,7 +73,7 @@ python train.py \
         2>&1 | train.log
 ```
 
-## Evaluation
+## Evaluate
 
 After training pass 9 batch 40000, the testing AUC is `0.807178` and the testing
 cost is `0.445196`.