Fundamentals and Preliminaries of Federated Learning

In this chapter, we first introduce the preliminaries of FL. Inparticular, we introduce the federated averaging and two personalized FL algorithms. Then, we introduce four important performance metrics to quantify the FL performance over wireless networks and analyze how wireless factors affect these metrics. Finally, we present the research directions and industry interest of designing communication efficient FL over wireless networks.