tudorcebere

opendp

The core library of differential privacy algorithms powering the OpenDP Project.

pfl-research

Simulation framework for accelerating research in Private Federated Learning

differential-privacy

Google's differential privacy libraries.

tasksource

Datasets collection and preprocessings framework for NLP extreme multitask learning

prv_accountant

A fast algorithm to optimally compose privacy guarantees of differentially private (DP) mechanisms to arbitrary accuracy.

synthcity

A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.

atheris

half-rs

Half-precision floating point types f16 and bf16 for Rust.

fairgrad

FairGrad, is an easy to use general purpose approach to enforce fairness for gradient descent based methods.

pytorch-image-models

The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

hyperimpute

A framework for prototyping and benchmarking imputation methods

ciphercore

User-friendly secure computation engine based on secure multi-party computation

jax_tabular_examples

Various ML models implemented using JAX

jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

elastic-surv

Survival analysis for Big Data

Handcrafted-DP

torcharrow

High performance model preprocessing library on PyTorch

scientific-visualization-book

An open access book on scientific visualization using python and matplotlib

awesome-actions

A curated list of awesome actions to use on GitHub

Rosetta

A Privacy-Preserving Framework Based on TensorFlow

fs-dkr

FS-DKR: One Round Distributed Key Rotation

mlforhealthlabpub

Machine Learning and Artificial Intelligence for Medicine.

homemade-machine-learning

🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained

optuna

A hyperparameter optimization framework

Private-Set-Intersection

sycret

Function Secret Sharing library for Python and Rust with hardware acceleration

pyperf

Toolkit to run Python benchmarks

capnproto

Cap'n Proto serialization/RPC system - core tools and C++ library

rappor

RAPPOR: Privacy-Preserving Reporting Algorithms

pyston

A faster and highly-compatible implementation of the Python programming language.