README.md

Explore Available Examples

Jupyter notebook examples can be found here

Examples and Tutorials

Training Keras (TensorFlow v1), TensorFlow v2 and PyTorch models in IBM FL

• Federated averaging (FedAvg)
• Simple average
• Shuffle iterative average
• FedAvgPlus
• Gradient aggregation
• PFNM
• Coordinate median
• Coordinate median plus
• Geometric median plus
• Krum
• Zeno
• Adaptive federated averaging
• Comparative Elimination (CE)
• Doc2vec
• FedProx with Tensorflow

Training scikit-learn models in IBM FL

• Logistic classifier
• Federated averaging (FedAvg)
• SPAHM with KMeans
• Differential private Naive Bayes models

ID3 Decision trees

• Training ID3 decision trees

Reinforcement learning in IBM FL

• Cartpole
• Pendulum

Unsupervised learning in IBM FL

• SPAHM with KMeans

Mitigating bias in IBM FL

• Federated Prejudice Removal
• Global Reweighing
• Local Reweighing