Federated Learning: Challenges, Methods, and Future DirectionsFigure 1: An example of federated learning for the task of next-word prediction on mobile phones. Devices communicate with a central server periodically to learn a global model. Federated learning helps preserve user privacy and reduce strain on the network by keeping data localized. What is federated learning? How does it differ from traditional large-scale machine learning, distributed optimizat
