Privacy Preserving Machine Learning Python Packages

opacus

Training PyTorch models with differential privacy

appfl

An open-source package for privacy-preserving federated learning

cicada-mpc

Flexible toolkit for fault tolerant secure multiparty computation.

heflow

Open source platform for the privacy-preserving machine learning lifecycle

pytorch-dp

Train PyTorch models with Differential Privacy

pyprivacy

Python Privacy framework

latticex

A Privacy-Preserving Framework Based on TensorFlow

latticex-rosetta

A Privacy-Preserving Framework Based on TensorFlow

privacy-estimates

Empirical Privacy Estimates