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Confidential AI

The growing adoption of AI has raised concerns regarding security and privacy of underlying datasets and models. This repository contains samples demonstrating the use of Azure Confidential Computing for hosting AI workloads with hardware-based security guarantees. The samples are provided on an As-Is basis. They are work-in-progress and should not be used in production.

Confidential Computing Platform

These samples are based on several confidential computing platform components and services.

  • Confidential Containers
  • Confidential GPUs
  • Microsoft Azure Attestation (MAA)
  • Azure Key Vault mHSM

Workloads

Samples include the following workloads.

Contributing

This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com.

When you submit a pull request, a CLA bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repos using our CLA.

This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact opencode@microsoft.com with any additional questions or comments.

Trademarks

This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines. Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos are subject to those third-party's policies.