I am giving a keynote talk at WSDM’22 workshop on Federated Learning for Private Web Search and Data Mining. In this talk, I will provide an overview of the FedML platform, which consists of (1) cutting-edge federated learning algorithms; (2) a lightweight and cross-platform Edge AI SDK for deployment over GPUs, smartphones, and IoTs; and (3) a user-friendly MLOps platform to simplify collaboration and real-world deployment; and (4) platform-supported vertical Solutions across a broad range of industries. I will highlight several key design features and their algorithmic innovations. I will also present a tutorial on using FedML MLOPS platform.