[D] Hugging Face Models to AWS Sagemaker Endpoints: A MLOps Perspective

I recently created this tutorial on how to go from a Hugging Face model to a AWS Sagemaker Endpoint in a production setting: [https://www.zenml.io/blog/huggingface-to-sagemaker](https://www.zenml.io/blog/huggingface-to-sagemaker)

While I was making this project, it struck me how much of the tutorials around this sort of stuff really focuses on a one-time deployment, but IMO most of the problems really happen when you are doing this repeatably. That's why I've focused more on lineage, data tracking, and automated deployments in this post.

What does …

automated data deployment deployments lineage machinelearning making project think tracking tutorials