diff --git a/beginner_source/blitz/neural_networks_tutorial.py b/beginner_source/blitz/neural_networks_tutorial.py
index 9c04d9af0f3..23f50526e21 100644
--- a/beginner_source/blitz/neural_networks_tutorial.py
+++ b/beginner_source/blitz/neural_networks_tutorial.py
@@ -78,7 +78,7 @@ def forward(self, input):
         # Fully connected layer F6: (N, 120) Tensor input,
         # and outputs a (N, 84) Tensor, it uses RELU activation function
         f6 = F.relu(self.fc2(f5))
-        # Gaussian layer OUTPUT: (N, 84) Tensor input, and
+        # Fully connected layer OUTPUT: (N, 84) Tensor input, and
         # outputs a (N, 10) Tensor
         output = self.fc3(f6)
         return output