diff --git a/train.md b/train.md
index 067d9e6..0097ba2 100644
--- a/train.md
+++ b/train.md
@@ -190,7 +190,7 @@ batch_size = 1
 trainer = pl.Trainer(gpus=1, precision=32, callbacks=[logger], accumulate_grad_batches=4)  # But this will be 4x slower
 ```
 
-Note that training with 8 GB laptop GPU is challenging. We will need some GPU memory optimization at least as good as automatic111’s UI. This may require expert modifications to the code.
+Note that training with 8 GB laptop GPU is challenging. We will need some GPU memory optimization at least as good as automatic1111’s UI. This may require expert modifications to the code.
 
 ### Screenshots