diff --git a/docs/extras/guides/safety/amazon_comprehend_chain.ipynb b/docs/extras/guides/safety/amazon_comprehend_chain.ipynb
index e7e1961d42..69117b8257 100644
--- a/docs/extras/guides/safety/amazon_comprehend_chain.ipynb
+++ b/docs/extras/guides/safety/amazon_comprehend_chain.ipynb
@@ -512,9 +512,9 @@
     "# Examples\n",
     "---\n",
     "\n",
-    "## With HuggingFace Hub Models\n",
+    "## With Hugging Face Hub Models\n",
     "\n",
-    "Get your API Key from Huggingface hub - https://huggingface.co/docs/api-inference/quicktour#get-your-api-token"
+    "Get your API Key from Hugging Face hub - https://huggingface.co/docs/api-inference/quicktour#get-your-api-token"
    ]
   },
   {