diff --git a/ch03/01_main-chapter-code/ch03.ipynb b/ch03/01_main-chapter-code/ch03.ipynb
index fac09a3..d332a25 100644
--- a/ch03/01_main-chapter-code/ch03.ipynb
+++ b/ch03/01_main-chapter-code/ch03.ipynb
@@ -1734,7 +1734,7 @@
    "source": [
     "- In this case, the matrix multiplication implementation in PyTorch will handle the 4-dimensional input tensor so that the matrix multiplication is carried out between the 2 last dimensions (num_tokens, head_dim) and then repeated for the individual heads. \n",
     "\n",
-    "- For instance, the above becomes a more compact way to compute the matrix multiplication for each head separately:"
+    "- For instance, the following becomes a more compact way to compute the matrix multiplication for each head separately:"
    ]
   },
   {