Federated learning application analysis and design

Abstract

Federated Learning (FL) has come into people’s sight for its privacy-preserving and crowd-collaborating highlights. Mobile devices as becoming people’s life essentials are having more and more computing power, which enables local data analysis. But there is still few commercial-standard Federated learning end device application in the market. This paper analyzes various Federated Learning schemes and application architectural designs, comes up with a feasible small-scale application design with mobile phone as end device.