Git Product home page Git Product logo

awesome-federated-learning's Introduction

Maintenance Last Commit Ask Me Anything ! Awesome GitHub license

Awesome Federated Learning

A curated list of research in federated learning. Link to the code if available is also present. You are very welcome to pull request by using our template.

Federated learning research is booming. We organize the papers by their targeting problem and by conference.

Last update: 04 Dec, 2020

General Resources

Paper (By research area)

  • Communication-Efficient Learning of Deep Networks from Decentralized Data [Paper] [Github] [Google] [Must Read]

Paper (By conference)


Blogs

  • Federated Learning Comic [Google Blog]
  • Federated Learning: Collaborative Machine Learning without Centralized Training Data [Google Blog]

Survey

  • Federated Machine Learning: Concept and Applications [Paper]
  • Federated Learning: Challenges, Methods, and Future Directions [Paper]
  • Advances and Open Problems in Federated Learning [Paper]
  • Federated Learning White Paper V1.0 [Paper]
  • Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection [Paper]
  • Federated Learning in Mobile Edge Networks: A Comprehensive Survey [Paper]
  • Federated Learning for Wireless Communications: Motivation, Opportunities and Challenges [Paper]
  • A Review of Applications in Federated Learning [Paper]

Benchmarks

  • LEAF: A Benchmark for Federated Settings [Paper] [Github] [Recommend]
  • The OARF Benchmark Suite: Characterization and Implications for Federated Learning Systems [Paper]
  • Performance Optimization for Federated Person Re-identification via Benchmark Analysis [Paper] [ACMMM20] [Github]
  • A Performance Evaluation of Federated Learning Algorithms [Paper]
  • Edge AIBench: Towards Comprehensive End-to-end Edge Computing Benchmarking [Paper]

Video

  • GDPR, Data Shotrage and AI (AAAI-19) [Video]
  • Federated Learning: Machine Learning on Decentralized Data (Google I/O'19) [Youtube]

Frameworks

Company

awesome-federated-learning's People

Contributors

mariaboerner1987 avatar weimingwill avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.