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@FedML-AI

FedML Inc.

FedML - Building Open and Collaborative AI Anywhere at Any Scale - From Federated Learning to Industrial Grade Edge AI MLOps and Secure Data Marketplace.
README.md

Hi there 👋, welcome to FedML!

🙋‍♀️ FedML, Inc. (https://fedml.ai) is a company building open and collaborative AI anywhere at any scale. We start from federated learning, but we aim to build industrial grade edge AI MLOps and a secure data marketplace. Our vision is summarized here.

🌈 FedML Open Platform - https://open.fedml.ai

👩‍💻 Useful Resources - https://doc.fedml.ai

🍿 Fun Facts - FedML™ is not just about federated learning, FedML = Foundational Ecosystem Design for Machine Learning (broad scope), “Federated” means connecting AI Elements, going beyond data silos.

🧙 Co-founders: CEO - Salman Avestimehr (https://www.avestimehr.com/) , CTO - Chaoyang He (https://chaoyanghe.com/). We are hiring!!! See https://fedml.ai/careers/ for details.

Pinned

  1. FedML Public

    FedML - The federated learning and distributed training library enabling machine learning anywhere at any scale. It's backed by FedML, Inc (https://FedML.ai). Supporting large-scale geo-distributed…

    Python 1.2k 377

  2. FedML-Mobile Public

    FedML-Mobile: Federated Learning Research Library for Android and iOS Smartphones (supported by FedML framework)

    Java 16 6

  3. FedCV Public

    FedCV: A Federated Learning Framework for Diverse Computer Vision Tasks

    Python 60 21

  4. FedNLP Public

    FedNLP: A Research Platform for Federated Learning in Natural Language Processing. Accepted to NAACL 2022

    Python 212 41

  5. FedGraphNN Public

    A Research-oriented Federated Learning Library and Benchmark Platform for Graph Neural Networks. Accepted to ICLR'2021 - DPML and MLSys'21 - GNNSys workshops.

    Python 171 39

  6. FedIoT Public

    Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection

    Python 37 12

Repositories

  • FedML Public

    FedML - The federated learning and distributed training library enabling machine learning anywhere at any scale. It's backed by FedML, Inc (https://FedML.ai). Supporting large-scale geo-distributed training, cross-device federated learning on smartphones/IoTs, cross-silo federated learning on data silos, and research simulation. Best Paper Award…

    Python 1,247 Apache-2.0 377 118 (1 issue needs help) 4 Updated Jul 8, 2022
  • pytorch Public

    FedML customizes PyTorch to support on-device training (e.g., Android, iOS, IoTs)

    C++ 0 15,909 0 0 Updated Jul 7, 2022
  • MNN Public

    MNN customized version for federated learning, developed and maintained by FedML, Inc. (https://fedml.ai); MNN is a blazing fast, lightweight deep learning framework, battle-tested

    C++ 0 1,386 0 0 Updated Jul 3, 2022
  • .github Public
    0 0 0 0 Updated Jul 2, 2022
  • FedML-Mobile Public

    FedML-Mobile: Federated Learning Research Library for Android and iOS Smartphones (supported by FedML framework)

    Java 16 6 4 0 Updated Jul 2, 2022
  • FedIoT Public

    Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection

    Python 37 12 2 0 Updated Jul 2, 2022
  • FedCV Public

    FedCV: A Federated Learning Framework for Diverse Computer Vision Tasks

    Python 60 21 6 1 Updated Jul 2, 2022
  • FedNLP Public

    FedNLP: A Research Platform for Federated Learning in Natural Language Processing. Accepted to NAACL 2022

    Python 212 41 13 1 Updated Jul 2, 2022
  • FedGraphNN Public

    A Research-oriented Federated Learning Library and Benchmark Platform for Graph Neural Networks. Accepted to ICLR'2021 - DPML and MLSys'21 - GNNSys workshops.

    Python 171 39 6 0 Updated Jul 2, 2022
  • Shadow Public

    Android Plugin Framework

    Java 0 BSD-3-Clause 1,064 0 0 Updated May 22, 2022
View all repositories