FedML MLOps Live Tutorial
FedML MLOps Platform simplifies the workflow of federated learning anywhere at any scale. It enables zero-code, lightweight, cross-platform, and provably secure federated learning. It enables machine learning from decentralized data at various users/silos/edge nodes, without the need to centralize any data to the cloud, hence providing maximum privacy and efficiency.
The above figure shows the workflow, which is handled by a web UI to avoid complex deployment. Check out the following live demo for details:
https://www.youtube.com/watch?v=FPCjRKh3bPY
Researchers/engineers from anywhere on the earth can build a group to train models collaboratively. Please check out the video above to see how easy and funny four persons in different cities in the world (Dallas, USA; Tokyo, Japan; Los Angeles, USA) do machine learning socially, privately, and collaboratively.
Please visit http://open.fedml.ai to try the live demo of our platform (username: admin; passwords: admin0000
). Feedback welcomed!