fl-algorithms

A repository containing notebooks that implement different Federated Learning algorithms using PyTorch

Experiments

FL using the Shakespeare dataset

• Federated Averaging (FedAvg)
  • Notebook
  • Paper: Communication-Efficient Learning of Deep Networks from Decentralized Data
• Federated Prox (FedProx)
  • Notebook
  • Paper: Federated Optimization in Heterogenous Networks
• Federated Median (FedMed)
  • Notebook
  • Paper: Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates
• q-Federated Averaging (qFedAvg) a.k.a. q-Fair Federated Learning (qFFL)
  • Notebook
  • Paper: Fair Resource Allocation In Federated Learning

License

MIT