FedML edge-cloud platform (http://open.fedml.ai) is a bridge between FedML open-source library and solutions for industrial use cases. It provides the federated learning/analytics and edge AI platform for open collaboration. Researchers/engineers from anywhere on the earth can build a group to train models collaboratively. Please check the video above to see how easy and funny to do machine learning socially, privately, and collaboratively.
For the step-by-step instruction, please visit https://doc.fedml.ai/mlops/user_guide.html
Currently, it has the following two subsystems:
- Lightweight and cross-platform Edge AI SDK for GPUs, smartphones, and IoTs
- User-friendly MLOps platform to simplify collaboration and real-world deployment
Platform Overview
A Versatile Edge-Cloud Ecosystem for Federated Learning/Analytics at Scale
Smoothly transplant from in-lab simulation to real-world system deployment
Open Source
An international community for cutting-edge algorithms
Edge AI SDK
A lightweight and cross-platform design for secure edge training
MLOps Cloud
A User-friendly cloud service for real-world collaboration and deployment
