diff --git a/beginner_source/lietensor_tutorial.py b/beginner_source/lietensor_tutorial.py
index 999713d..d5ad80c 100644
--- a/beginner_source/lietensor_tutorial.py
+++ b/beginner_source/lietensor_tutorial.py
@@ -160,7 +160,7 @@
 
 
 ######################################################################
-# 5. Grdients
+# 5. Gradients
 # ---------------------------------------
 # As mentioned at the beginning, we would want to utilize the powerful
 # network training API the comes with PyTorch.