FedML is a decentralized and collaborative machine learning platform for AI anywhere, at the edge or over the cloud, at any scale. Specifically, it provides a MLOps ecosystem that enables training, deployment, monitoring, and continual improvement of machine learning models, while empowering collaboration on combined data, models, and computing resources in a privacy-preserving way.