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@@ -24,7 +24,7 @@ AWS Trainium is the second-generation machine learning (ML) accelerator that AWS
 [AWS Neuron Documentation](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/)
 **Blogs / Videos / Whitepapers**
-[Scale production AI with Hugging Face Optimum Neuron and AWS Trainium and Inferentia](https://cdn-lfs-us-1.hf.co/repos/f3/1d/f31d7ab3ff8270a2c782add91fbe04b371ead1fac7fceb8a511e6e2f550a1d1a/e8d3879937037d116b6b76b5647af9966afb219274a913f0db4df7c93d6f9553?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27Whitepaper-Scale-production-AI-with-Hugging-Face-Optimum-Neuron-and-AWS-Trainium-and-Inferentia.pdf%3B+filename%3D%22Whitepaper-Scale-production-AI-with-Hugging-Face-Optimum-Neuron-and-AWS-Trainium-and-Inferentia.pdf%22%3B&response-content-type=application%2Fpdf&Expires=1756916906&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc1NjkxNjkwNn19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmhmLmNvL3JlcG9zL2YzLzFkL2YzMWQ3YWIzZmY4MjcwYTJjNzgyYWRkOTFmYmUwNGIzNzFlYWQxZmFjN2ZjZWI4YTUxMWU2ZTJmNTUwYTFkMWEvZThkMzg3OTkzNzAzN2QxMTZiNmI3NmI1NjQ3YWY5OTY2YWZiMjE5Mjc0YTkxM2YwZGI0ZGY3YzkzZDZmOTU1Mz9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSomcmVzcG9uc2UtY29udGVudC10eXBlPSoifV19&Signature=mDEK8jth8Tdi3uTB43wrDhtzmTdC7imOVWFEYhun3jSHXuTaEqIzIY5L9I9fDRA8ekvi92Y7Ib6gNCp4kd1ngJx6C-L7uMvMmlLOnAaNFODevQw6OoHxdX0fTld4s44shfrr64R-FJBtgz2o9SOU8F3gk6KGx0Wr0gMc1KDtFXFn-IW89AXh6SLq%7E7TiuYtKbE4CkBnQ2GCTP7bfS5oAxCz0HVwj%7E89SnWz%7EamZpoLHhHT-gHl2PRkQSsEfrh6vFrqRUk28Cct0wfBJKuqhtHTLN%7EgtlBvcHgrc0S1wLGvTMm-M8zraX5GZNjROY0dP-tUx%7EqxKPo8hGbNQMFjRdAg__&Key-Pair-Id=K24J24Z295AEI9)
 [Fine-tune Llama 7B on AWS Trainium](https://www.philschmid.de/fine-tune-llama-7b-trainium)
 [Deploy Embedding Models on AWS inferentia2 with Amazon SageMaker](https://www.philschmid.de/inferentia2-embeddings)
 [Deploy Llama 2 7B on AWS inferentia2 with Amazon SageMaker](https://www.philschmid.de/inferentia2-llama-7b)

 [AWS Neuron Documentation](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/)
 **Blogs / Videos / Whitepapers**
+[Scale production AI with Hugging Face Optimum Neuron and AWS Trainium and Inferentia](https://cdn-lfs-us-1.hf.co/repos/f3/1d/f31d7ab3ff8270a2c782add91fbe04b371ead1fac7fceb8a511e6e2f550a1d1a/e8d3879937037d116b6b76b5647af9966afb219274a913f0db4df7c93d6f9553?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27Whitepaper-Scale-production-AI-with-Hugging-Face-Optimum-Neuron-and-AWS-Trainium-and-Inferentia.pdf%3B+filename%3D%22Whitepaper-Scale-production-AI-with-Hugging-Face-Optimum-Neuron-and-AWS-Trainium-and-Inferentia.pdf%22%3B&response-content-type=application%2Fpdf&Expires=1756916906&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc1NjkxNjkwNn19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmhmLmNvL3JlcG9zL2YzLzFkL2YzMWQ3YWIzZmY4MjcwYTJjNzgyYWRkOTFmYmUwNGIzNzFlYWQxZmFjN2ZjZWI4YTUxMWU2ZTJmNTUwYTFkMWEvZThkMzg3OTkzNzAzN2QxMTZiNmI3NmI1NjQ3YWY5OTY2YWZiMjE5Mjc0YTkxM2YwZGI0ZGY3YzkzZDZmOTU1Mz9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSomcmVzcG9uc2UtY29udGVudC10eXBlPSoifV19&Signature=mDEK8jth8Tdi3uTB43wrDhtzmTdC7imOVWFEYhun3jSHXuTaEqIzIY5L9I9fDRA8ekvi92Y7Ib6gNCp4kd1ngJx6C-L7uMvMmlLOnAaNFODevQw6OoHxdX0fTld4s44shfrr64R-FJBtgz2o9SOU8F3gk6KGx0Wr0gMc1KDtFXFn-IW89AXh6SLq%7E7TiuYtKbE4CkBnQ2GCTP7bfS5oAxCz0HVwj%7E89SnWz%7EamZpoLHhHT-gHl2PRkQSsEfrh6vFrqRUk28Cct0wfBJKuqhtHTLN%7EgtlBvcHgrc0S1wLGvTMm-M8zraX5GZNjROY0dP-tUx%7EqxKPo8hGbNQMFjRdAg__&Key-Pair-Id=K24J24Z295AEI9)
 [Fine-tune Llama 7B on AWS Trainium](https://www.philschmid.de/fine-tune-llama-7b-trainium)
 [Deploy Embedding Models on AWS inferentia2 with Amazon SageMaker](https://www.philschmid.de/inferentia2-embeddings)
 [Deploy Llama 2 7B on AWS inferentia2 with Amazon SageMaker](https://www.philschmid.de/inferentia2-llama-7b)