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)