diff --git a/decoder_transformers_with_pytorch_and_lightning_v2.ipynb b/decoder_transformers_with_pytorch_and_lightning_v2.ipynb
index 40cdcdc..d435a9c 100644
--- a/decoder_transformers_with_pytorch_and_lightning_v2.ipynb
+++ b/decoder_transformers_with_pytorch_and_lightning_v2.ipynb
@@ -424,7 +424,7 @@
     "                                       ## moved to. So if the model is moved to a GPU, then,\n",
     "                                       ## even though we don't need to optimize 'pe', it will \n",
     "                                       ## also be moved to that GPU. This, in turn, means\n",
-    "                                       ## that accessing 'pe' will be relatively fast copared\n",
+    "                                       ## that accessing 'pe' will be relatively fast compared\n",
     "                                       ## to having a GPU have to get the data from a CPU.\n",
     "\n",
     "    ## Because this class, PositionEncoding, inherits from nn.Module, the forward() method \n",