Understanding the Main Challenges of Federated Learning Machine Learning and Deep Learning - DSE @ PoliTO ay 2021-2022 Goals: implement a centralized baseline to define an upper bound implement a federated baseline (FedAvg) explore system heterogeneity (FedGKT) simulate a gradient inversion attack explore statistical heterogeneity (FedDyn)