On Demand Deployment of Edge Cloud Infrastructures for Federated Learning

Abstract Federated learning on the edge allows the use of more powerful servers and more complex training models. This paper presents the deployment of a real federated learning framework on top of a real geo-distributed edge computing infrastructure, based on a commercial edge provider, using the OpenNebula cloud platform. Results show the feasibility, performance and cost efficiency of the solution.