Part 1 Fundamentals and Background.- 1 Introduction.- 2 Fundamentals of Federated Learning.- Part 2 Wireless Federated Learning: Design and Analysis 3 Resource Optimization for Wireless Federated Learning.- 4 Incentive Mechanisms for Federated Learning.- 5 Security and Privacy.- 6 Unsupervised Federated Learning.- Part 3 Federated Learning Applications in Wireless Networks.- 7 Wireless Virtual Reality.- 8 Vehicular Networks and Autonomous Driving Cars.- 9 Smart Industries and Intelligent Reflecting Surfaces.