Privacy Preserving Machine Learning Python Packages

opacus

Training PyTorch models with differential privacy

appfl

Advanced Privacy-Preserving Federated Learning framework

cicada-mpc

Fault-tolerant secure multiparty computation in Python.

heflow

Open source platform for the privacy-preserving machine learning lifecycle

pytorch-dp

Training PyTorch models with differential privacy

privacy-estimates

A library for statistically estimating the privacy of ML pipelines from membership inference attacks

pyprivacy

Python Privacy framework

latticex

A Privacy-Preserving Framework Based on TensorFlow

latticex-rosetta

A Privacy-Preserving Framework Based on TensorFlow