Christophe Cerisara

Site personnel

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Project maintained by cerisara Hosted on GitHub Pages — Theme by mattgraham

Federated Learning opensource software

• syft.js
  • train PyTorch/PySyft models in browser.
• Threepio
  • to convert between pytorch/tensorflow
• SwiftSyft
  • for iOS devices
• PySyft FL Worker
  • FL worker; PySyft enables to send models on PyGrid nodes to be trained on the distant node data.
• KotlinSyft
  • for android devices
• IBM Federated Learning
  • not open-source, but implements several FL algos
• Tensorflow Federated Learning and Federated CORE
  • for tensorflow
• FATE
  • FL env from WeBank, oriented for industry
• Harmonia
  • FL platform based on gitops
• Flower
• PaddleFL
• fed-Biomed
  • https://hal.archives-ouvertes.fr/hal-02966789/document
• Sherpa.ai
  • not open-source ?
• Fedai.org
• Owkin / Substra

Links used to build this list

• https://analyticsindiamag.com/coding-tools-federated-learning/
• https://www.openmined.org/
  • Open-Source Community
• https://www.inovex.de/blog/federated-learning-frameworks-part-2/