Awesome Open Source
Search
Programming Languages
Languages
All Categories
Categories
About

The Top 23 Federated Learning Open Source Projects

Open source projects categorized as Federated Learning
Categories > Federated Learning
Decentralized Ml ⭐ 42
Full stack service enabling decentralized machine learning on private data
most recent commit 4 years ago
Xfl ⭐ 41
An Efficient and Easy-to-use Federated Learning Framework.
most recent commit 9 months ago
Flbenchmark Toolkit ⭐ 39
Federated Learning Framework Benchmark (UniFed)
total releases 5most recent commit a year ago
Torchfl ⭐ 39
A Python library for rapid prototyping, experimenting, and logging of federated learning using state-of-the-art models and datasets. Built using PyTorch and PyTorch Lightning.
total releases 9most recent commit 10 months ago
Privacyfl ⭐ 39
A Simulator for Privacy Preserving Federated Learning
most recent commit 3 years ago
Fedlc ⭐ 39
[ECCV 2022] Personalizing Federated Medical Image Segmentation
most recent commit a year ago
Soteria ⭐ 38
Official implementation of "Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective"
most recent commit a year ago
Flsim ⭐ 37
A simulation framework for Federated Learning written in PyTorch
most recent commit 4 years ago
Fedtorch ⭐ 37
FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.
most recent commit 3 years ago
Lassoadmm ⭐ 36
Code for paper "A Distributed ADMM Approach for Collaborative Regression Learning in Edge Computing"
most recent commit a year ago
Attack Adaptive Aggregation In Federated Learning ⭐ 36
This is the code for our paper `Robust Federated Learning with Attack-Adaptive Aggregation' accepted by FTL-IJCAI'21.
most recent commit a year ago
Oort ⭐ 36
Oort: Efficient Federated Learning via Guided Participant Selection
most recent commit 3 years ago
Fedaudio ⭐ 36
[ICASSP 2023] FedAudio: A Federated Learning Benchmark for Audio and Speech Tasks
most recent commit 10 months ago
Photolabellerserver ⭐ 35
Federated Learning: Parameter Server doing aggregation of updates to a model coming from clients participating in a Federated Learning setup. See also the Android application companion at https://github.com/mccorby/PhotoLabeller
most recent commit 6 years ago
Redco ⭐ 35
MLSys Workshop NeurIPS 2023 - Redco: A Lightweight Tool to Automate Distributed Training and Inference
total releases 11most recent commit 6 months ago
Federated Learning ⭐ 33
tf implementation of federated learning
most recent commit 5 years ago
Aweome Heathcare Federated Learning ⭐ 33
A curated list of Federated Learning papers/articles and recent advancements.
most recent commit a year ago
Fedao ⭐ 33
🔨 A toolbox for federated learning, aiming to provide implementations of FedAvg, FedProx, Ditto, etc. in multiple versions, such as Pytorch/Tensorflow, single-machine/distributed, synchronized/asynchronous.
most recent commit 9 months ago
Federated Learning Backdoor ⭐ 33
ICML 2022 code for "Neurotoxin: Durable Backdoors in Federated Learning" https://arxiv.org/abs/2206.10341
most recent commit a year ago
Fl Mrcm ⭐ 32
Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning
most recent commit 2 years ago
Addressing Class Imbalance Fl ⭐ 32
This is the code for Addressing Class Imbalance in Federated Learning (AAAI-2021).
most recent commit 3 years ago
Federated Learning Token ⭐ 31
Federated learning on blockchain using smart contracts. Distributed privacy-preserving data science technology.
most recent commit a year ago
Flpytorch ⭐ 30
FL_PyTorch: Optimization Research Simulator for Federated Learning
most recent commit a year ago
Categories
Privacy | About | Terms | Follow Us On Twitter

Downloads, Dependent Repos, Dependent Packages, Total Releases, Latest Releases data powered by Libraries.io.

Copyright 2018-2024 Awesome Open Source.  All rights reserved.