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Repository for the Machine Learning and Deep Learning project about Federated Learning

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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)

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Repository for the Machine Learning and Deep Learning project about Federated Learning

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