Update README.md

README.md

@@ -174,10 +174,10 @@ curl http://localhost:8000/v1/chat/completions \
   }'
 ```
 
-### With HuggingFace Transformers
+### With Hugging Face Transformers
 
 > [!WARNING]
-> Due to the long generations produced by reasoning models, the lower latency provided by vLLM is preferred over Huggingface for evaluations and in production settings.  We recommend Huggingface generation primarily for quick debugging or testing.
+> Due to the long generations produced by reasoning models, the lower latency provided by vLLM is preferred over Hugging Face for evaluations and in production settings.  We recommend Hugging Face generation primarily for quick debugging or testing.
 
 ```python
 from transformers import AutoModelForCausalLM, AutoTokenizer