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 4f1da11..527ee40 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
@@ -327,7 +327,7 @@
    "id": "aa45dfdf-fb26-4514-a176-75224f5f179b",
    "metadata": {},
    "source": [
-    "- Next, we initialize a `Linear` layer, which caries out a matrix multiplication $X W^\\top$:"
+    "- Next, we initialize a `Linear` layer, which carries out a matrix multiplication $X W^\\top$:"
    ]
   },
   {