diff --git a/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb b/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb
index d91dcd2..4ebf732 100644
--- a/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb
+++ b/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb
@@ -354,7 +354,7 @@
    "id": "9116482d-f1f9-45e2-9bf3-7ef5e9003898",
    "metadata": {},
    "source": [
-    "- Now we can use the linear layer on the one-hot encoded represenation of the inputs:"
+    "- Now we can use the linear layer on the one-hot encoded representation of the inputs:"
    ]
   },
   {