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)