Research simulation toolkit for federated learning
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Added an option for performing robust PCA along with the client axis
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driver.py Fixed a memory leak issue 2020-09-27 14:27:07 -07:00
plots.py Major refactoring: Merge Spectral Fed Avg, Add Krum, Viz Spectral Landscape, Many other small changes. (#4) 2020-08-24 15:07:15 -05:00
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README.md

Open MS Federated Transfer Learning (OpenMSFTL)

OpenMSFTL is meant for facilitating research and development for federated learning algorithms.

This implements the following algorithms:

  • Simple federated averaging (FedAVG)
  • Dual optimization a.k.a adaptive FedAVG
  • Spectral aggregation

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.