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awesome-federated-machine-learning

Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond

blockchain

Blockchain Projects

blockchain-federated-learning

clustered-federated-learning

Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints

differential-privacy

Google's differential privacy libraries.

differential-privacy-library

Diffprivlib: The IBM Differential Privacy Library

differentially-private-deep-learning

This repo implements several algorithms for learning with differential privacy.

edgecloudsim

EdgeCloudSim: An Environment for Performance Evaluation of Edge Computing Systems

encrypted-machine-learning

Exploration and Projects using Encrypted Machine Learning.

ethereumbook

Mastering Ethereum, by Andreas M. Antonopoulos, Gavin Wood

fair_flearn

Fair Resource Allocation in Federated Learning (ICLR '20)

fate

An Industrial Grade Federated Learning Framework

federated-learning-meets-homomorphic-encryption

Homomorphic Encryption and Federated Learning based Privacy-Preserving

federated_he

Federated learning with homomorphic encryption enables multiple parties to securely co-train artificial intelligence models in pathology and radiology, reaching state-of-the-art performance with privacy guarantees.

flexcfl

FlexCFL: A clustered federated learning framework based on TF2.0. Support frameworks: FlexCFL, FedGroup, FedAvg, IFCA, FeSEM, et al.

flower

Flower - A Friendly Federated Learning Framework

grouprox

FedGroup, A Clustered Federated Learning framework based on Tensorflow

homomorphic-encryption-and-federated-learning-based-privacy-preserving-cnn-training-

ifca

Codebase for An Efficient Framework for Clustered Federated Learning.

mathformachinelearningnotebooks

ml-youtube-courses

📺 A place to discover the latest machine learning courses on YouTube.

opacus

Training PyTorch models with differential privacy

practicing-federated-learning

privacy

Library for training machine learning models with privacy for training data

top-blockchain-paper

Top Blockchain paper, such as CCS, NSDI, S&P, EuroS&P, CRYPTO, etc.