diff --git a/ch02/02_bonus_bytepair-encoder/compare-bpe-tiktoken.ipynb b/ch02/02_bonus_bytepair-encoder/compare-bpe-tiktoken.ipynb
index 9e2ad95..b27e6ea 100644
--- a/ch02/02_bonus_bytepair-encoder/compare-bpe-tiktoken.ipynb
+++ b/ch02/02_bonus_bytepair-encoder/compare-bpe-tiktoken.ipynb
@@ -210,7 +210,7 @@
    "id": "4f63e8c6-707c-4d66-bcf8-dd790647cc86",
    "metadata": {},
    "source": [
-    "# Using the BytePair Tokenizer in HuggingFace transformers"
+    "# Using the BytePair Tokenizer in Hugging Face transformers"
    ]
   },
   {