A detailed guide to building a federated learning testbed from Raspberry Pi 5 boards and NVIDIA Jetson Orin modules with the Flower framework, covering the theory behind FedAvg, hardware selection, networking, non-IID data, heterogeneous clients, security, monitoring and a complete PyTorch example.