SYSTEMS AND METHODS FOR SCALABLE AND FLEXIBLE FEDERATED LEARNING FRAMEWORKS

Systems and methods for scalable and flexible federated learning frameworks are disclosed. A method may include: (1) receiving, by a computer program executed by an electronic device and from a client, a project for federated learning using a training federation, the training federation comprising a plurality of clients; (2) generating, by the computer program, a configuration file that reflects a set-up for the training federation; (3) receiving, by the computer program, files necessary to build containers, wherein at least some of the files are customized by the client; (4) generating, by the computer program, containers comprising the configuration file and files necessary to build the containers; and (5) deploying, by the computer program, the containers to a client compute environment for the client as a client node, wherein the client node is configured to join the training federation as a server and/or a participant.