Update README.md

README.md

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 This is 8-bit GPTQ  version of [Meta-Llama-3.1-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct).
-Quantization has been done using auto-gptq library.
+Quantization has been done using [AutoGPTQ](https://github.com/AutoGPTQ/AutoGPTQ) library.
 
 ### Use with transformers
 
 Starting with `transformers >= 4.43.0` onward, you can run conversational inference using the Transformers `pipeline` abstraction or by leveraging the Auto classes with the `generate()` function.
 
-Make sure to update your transformers installation via `pip install --upgrade transformers` and you have auto-gptq, optimum installed.
+Make sure to update your transformers installation via `pip install --upgrade transformers` and you have Autogptq, optimum installed.
 
 ```bash
 !pip install auto-gptq optimum --quiet