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From Hugging Face to Amazon SageMaker Studio in one click

Machine Learning Blog



AWS announces a deep-link integration between Hugging Face and Amazon SageMaker Studio, allowing developers to move from model discovery to hands-on experimentation with a single click.

  • Customize on SageMaker AI and Deploy on SageMaker AI buttons on Hugging Face model pages launch directly into Studio workflows
  • Pre-loaded models and fully configured environments eliminate manual setup steps
  • New managed policy AmazonSageMakerModelCustomizationCoreAccess provides pre-configured permissions for fine-tuning and deployment
  • GPU quota visibility in Studio UI shows available instance types without navigating to Service Quotas
  • Automatic domain provisioning with pre-configured IAM permissions eliminates permission troubleshooting

This integration streamlines the path from model discovery to enterprise deployment, reducing friction and enabling developers to iterate faster without context switching or manual environment configuration.



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