lemonviv

awesome-federated-learning

resources about federated learning and privacy in machine learning

apollo-server

🌍 GraphQL server for Express, Connect, Hapi, Koa and more

awesome-cryptography

A curated list of cryptography resources and links.

awesome-mpc

A curated list of multi party computation resources and links.

BatchCrypt

chefboost

Lightweight Decision Trees Framework supporting Gradient Boosting (GBDT, GBRT, GBM), Random Forest and Adaboost w/categorical features support for Python

Conference-Acceptance-Rate

Statistics of acceptance rate for the main AI conference

cool

COOL Source Code

cryptopp

free C++ class library of cryptographic schemes

DeepLearning

dlg

[NeurIPS 2019] Deep Leakage From Gradients

euler

A distributed graph deep learning framework.

FATE

An Industrial Level Federated Learning Framework

HElib

An Implementation of homomorphic encryption

libhcs

A partially Homomorphic C library.

libscapi

Comprehensive Open Source Library for Secure Multiparty Computation

MArk-Project

Exploiting Cloud Services for Cost-Effective, SLO-Aware Machine Learning Inference Serving

mc2

Multiparty Collaboration + Coopetition Projects

MPC-Benchmark

Collection of MPC Protocols, mostly using libscapi

occlum

Occlum is a memory-safe, multi-process library OS for Intel SGX

open-lambda

An open source serverless computing platform

PaddleFL

Federated Deep Learning in PaddlePaddle

Pivot-SPDZ

SPDZ Library for the Pivot Project

RobustTrees

[ICML 2019, 20 min long talk] Robust Decision Trees Against Adversarial Examples

SEAL

Microsoft SEAL is an easy-to-use and powerful homomorphic encryption library.

sfaas

SGX-secured Function-as-a-Service

sgx-ra-tls

shap

A game theoretic approach to explain the output of any machine learning model.

slalom

Fast, Verifiable and Private Execution of Neural Networks in Trusted Hardware

styleguide

Style guides for Google-originated open-source projects