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v0.5.0 - February 2023

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@garg-amit garg-amit released this 09 Mar 01:21
· 42 commits to main since this release
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February 2023 release

We are excited to announce the release of the February iteration of our FL Accelerator repository.

Some of the major updates we have made include the launch of a vertical federated learning feature, an FL pipeline that offers a native AML FL experience integrated with the factory engine, and benchmark results that reveal a comprehensive comparison between FL and non-FL experiments.

FL Experience

  • Implemented Vertical Federated Learning and offered a tutorial to run MNIST or CCFRAUD examples.
  • Introduced a scatter-gather pipeline that delivers a real AML FL native experience.
  • Conducted a comprehensive comparison b/w FL and non-FL experiments and the benchmark report can be accessed here.

Provisioning

  • Provided instructions and a script to facilitate the upload of local data to a silo storage.
  • Incremental improvements:
    • Enhanced the network security rules and minimized the workspace dependencies for provisioning resources.

To get started, go here!

If you find a bug or have a feature request, please open an issue on the GitHub repository.