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autofl (Automated Federated Learning) Python Package

AutoFL

Overview

This Python package provides a set of tools and utilities for implementing Federated Learning (FL) in your machine learning projects. Federated Learning is a decentralized approach to training machine learning models across multiple devices or servers while keeping the data localized.

Features

  • Federated Aggregation Algorithms: Implementations of popular aggregation algorithms for federated learning.
  • Secure Communication: Secure communication protocols to ensure privacy during model updates.
  • Customizable Model Updates: Easily customize how model updates are aggregated and shared across participants.
  • Supports Supports both Tensorflow and Pytorch as backends
  • Example Applications: Included example applications to demonstrate the usage of the package.

Installation

pip install -i https://test.pypi.org/simple/ autofl

License

This project is licensed under the MIT License.

Acknowledgments

  • The authors of the Federated Learning research papers and implementations that inspired this package.

Contact

For questions or issues, please open an issue.

auto-fl's People

Contributors

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Watchers

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