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chaoyanghe/README.md

Hi 👋, nice to e-meet you here:-) Please drop me an email if you are interested in my company or research.

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Open and Collaborative AI Anywhere at Any Scale

  • Founder and CTO of FedML, Inc (https://fedml.ai), a company building open and collaborative AI anywhere at any scale
  • Ph.D. Degree in Computer Science, University of Southern California, Los Angeles, USA
  • A lifelong learner with a strong passion and interest in scientific research, engineering, production, R&D team management, and entrepreneurship.
  • My Homepage: https://chaoyanghe.com

I'm looking for full-time/part-time researchers, engineers, interns to build products for FedML, Inc. Please drop me an email, if you are good at any area of Machine Learning (optimization, diverse learning paradigms), CV (embedded vision or cloud vision), NLP, Data Mining (e.g., graph neural networks), or Edge Computing (Android/iOS, IoTs, Web-React/Vue.js), Cloud Native Computing (e.g., Java Spring, Kubernetes), Distributed Systems (Distributed Training, NCCL, MQTT, RPC, MPI), Security/Privacy (MPC, DP, etc.). See https://fedml.ai/careers/ for details.

Pinned

  1. FedML-AI/FedML FedML-AI/FedML Public

    FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs o…

    Python 4.1k 766

  2. Distributed-AI/PipeTransformer Distributed-AI/PipeTransformer Public

    PipeTransformer: Automated Elastic Pipelining for Distributed Training of Large-scale Models. ICML 2021

    Python 52 11

  3. FedML-AI/FedNLP FedML-AI/FedNLP Public

    FedNLP: An Industry and Research Integrated Platform for Federated Learning in Natural Language Processing, Backed by FedML, Inc. The Previous Research Version is Accepted to NAACL 2022

    222 44

  4. FedML-AI/FedGraphNN FedML-AI/FedGraphNN Public

    FedGraphNN: A Federated Learning Platform for Graph Neural Networks with MLOps Support. The previous research version is accepted to ICLR'2021 - DPML and MLSys'21 - GNNSys workshops.

    177 42

  5. FedML-AI/FedCV FedML-AI/FedCV Public

    FedCV: An Industrial-grade Federated Learning Framework for Diverse Computer Vision Tasks

    63 22

  6. FedML-AI/FedIoT FedML-AI/FedIoT Public

    Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection, backed by FedML, Inc.

    44 16