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Projects in Awesome Lists tagged with federated-learning

A curated list of projects in awesome lists tagged with federated-learning .

https://github.com/openmined/pysyft

Perform data science on data that remains in someone else's server

cryptography deep-learning federated-learning hacktoberfest privacy python pytorch secure-computation syft

Last synced: 12 May 2025

https://github.com/OpenMined/PySyft

Perform data science on data that remains in someone else's server

cryptography deep-learning federated-learning hacktoberfest privacy python pytorch secure-computation syft

Last synced: 14 Mar 2025

https://github.com/FederatedAI/FATE

An Industrial Grade Federated Learning Framework

algorithm fate federated-learning machine-learning privacy-preserving

Last synced: 28 Mar 2025

https://github.com/FedML-AI/FedML

FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, TensorOpera AI (https://TensorOpera.ai) is your generative AI platform at scale.

ai-agent deep-learning distributed-training edge-ai federated-learning inference-engine machine-learning mlops model-deployment model-serving on-device-training

Last synced: 04 Apr 2025

https://github.com/fedml-ai/fedml

FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, TensorOpera AI (https://TensorOpera.ai) is your generative AI platform at scale.

ai-agent deep-learning distributed-training edge-ai federated-learning inference-engine machine-learning mlops model-deployment model-serving on-device-training

Last synced: 08 May 2025

https://github.com/alibaba/federatedscope

An easy-to-use federated learning platform

federated-learning machine-learning pytorch

Last synced: 15 May 2025

https://github.com/alibaba/FederatedScope

An easy-to-use federated learning platform

federated-learning machine-learning pytorch

Last synced: 09 May 2025

https://github.com/shaoxiongji/federated-learning

A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561

deep-learning federated-learning pytorch

Last synced: 08 Apr 2025

https://github.com/primihub/primihub

Privacy-Preserving Computing Platform 由密码学专家团队打造的开源隐私计算平台,支持多方安全计算、联邦学习、隐私求交、匿踪查询等。

federated-learning fl hacktoberfest mpc multi-party-computation pir privacy-preserving private-information-retrieval private-set-intersection psi security-protocol

Last synced: 14 May 2025

https://github.com/AshwinRJ/Federated-Learning-PyTorch

Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data

deep-learning distributed-computing federated-learning python pytorch

Last synced: 06 May 2025

https://github.com/smilelab-fl/fedlab

A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.

deep-learning federated-learning federated-learning-framework fedlab machine-learning pytorch pytorch-federated-learning

Last synced: 15 May 2025

https://github.com/SMILELab-FL/FedLab

A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.

deep-learning federated-learning federated-learning-framework fedlab machine-learning pytorch pytorch-federated-learning

Last synced: 02 May 2025

https://github.com/nvidia/nvflare

NVIDIA Federated Learning Application Runtime Environment

decentralized federated-analytics federated-computing federated-learning pet privacy-protection python

Last synced: 14 Mar 2026

https://github.com/xtra-computing/niid-bench

Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)

benchmark feature-imbalance federated-learning federated-learning-benchmark label-imbalance

Last synced: 04 Apr 2025

https://github.com/poga/awesome-federated-learning

resources about federated learning and privacy in machine learning

deep-learning federated-learning medical-data privacy

Last synced: 26 Jan 2026

https://github.com/SymbioticLab/FedScale

FedScale is a scalable and extensible open-source federated learning (FL) platform.

benchmark dataset deep-learning deployment distributed federated-learning icml machine-learning mlsys osdi pytorch tensorflow

Last synced: 02 May 2025

https://github.com/sap-samples/machine-learning-diff-private-federated-learning

Simulate a federated setting and run differentially private federated learning.

differential-privacy federated-learning machine-learning sample sample-code security

Last synced: 11 Apr 2025

https://apple.github.io/pfl-research/

Simulation framework for accelerating research in Private Federated Learning

differential-privacy federated-learning federated-learning-framework machine-learning privacy

Last synced: 28 Apr 2025

https://github.com/apple/pfl-research

Simulation framework for accelerating research in Private Federated Learning

differential-privacy federated-learning federated-learning-framework machine-learning privacy

Last synced: 15 May 2025

https://github.com/jonasgeiping/breaching

Breaching privacy in federated learning scenarios for vision and text

decentralized-learning federated-learning machine-learning privacy-audit pytorch security

Last synced: 06 Nov 2025

https://github.com/qinbinli/moon

Model-Contrastive Federated Learning (CVPR 2021)

contrastive-learning cvpr2021 federated-learning pytorch

Last synced: 09 Apr 2025

https://github.com/Substra/substra

Low-level Python library used to interact with a Substra network

federated-learning federated-learning-framework

Last synced: 19 Apr 2025

https://github.com/google/fedjax

FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.

federated-learning jax

Last synced: 11 Jan 2026

https://github.com/pliang279/lg-fedavg

[NeurIPS 2019 FL workshop] Federated Learning with Local and Global Representations

federated-learning machine-learning research

Last synced: 21 Aug 2025

https://github.com/jayzhang42/federatedgpt-shepherd

Shepherd: A foundational framework enabling federated instruction tuning for large language models

federated-learning large-language-model

Last synced: 13 Apr 2025

https://github.com/fedml-ai/fednlp

FedNLP: An Industry and Research Integrated Platform for Federated Learning in Natural Language Processing, Backed by FedML, Inc. The Previous Research Version is Accepted to NAACL 2022

federated-learning machine-learning natural-language-processing nlp

Last synced: 08 Feb 2026

https://github.com/FedML-AI/FedNLP

FedNLP: An Industry and Research Integrated Platform for Federated Learning in Natural Language Processing, Backed by FedML, Inc. The Previous Research Version is Accepted to NAACL 2022

federated-learning machine-learning natural-language-processing nlp

Last synced: 29 Apr 2025

https://github.com/owkin/FLamby

Cross-silo Federated Learning playground in Python. Discover 7 real-world federated datasets to test your new FL strategies and try to beat the leaderboard.

dataset deep-learning differential-privacy federated-learning healthcare machine-learning python

Last synced: 09 May 2025

https://github.com/fedml-ai/fedgraphnn

FedGraphNN: A Federated Learning Platform for Graph Neural Networks with MLOps Support. The previous research version is accepted to ICLR'2021 - DPML and MLSys'21 - GNNSys workshops.

deep-learning distributed-learning federated-learning federated-learning-framework fedml gnns graph-neural-networks machine-learning pytorch tensorflow

Last synced: 10 Apr 2025

https://github.com/epfml/disco

DISCO is a code-free and installation-free browser platform that allows any non-technical user to collaboratively train machine learning models without sharing any private data.

browser collaborative-learning decentralized-learning federated-learning machine-learning mobile privacy-preserving

Last synced: 15 May 2025

https://github.com/beiyuouo/arxiv-daily

🎓 Automatically Update Some Fields Papers Daily using Github Actions (Update Every 12th hours)

arxiv arxiv-api arxiv-daily arxiv-papers computer-vision federated-learning github-actions meta-learning robotics slam

Last synced: 04 Apr 2025

https://github.com/scaleoutsystems/fedn

FEDn: An enterprise-ready open source federated learning framework. This repository contains the Python framework, CLI and API.

edge-ai edge-ml federated-learning federated-machine-learning fedml fleet-learning keras-tensorflow pytorch scikit-learn tensorflow

Last synced: 15 May 2025

https://scaleoutsystems.github.io/fedn/

FEDn: An enterprise-ready and vendor-agnostic federated learning platform.

edge-ai edge-ml federated-learning federated-machine-learning fedml fleet-learning keras-tensorflow pytorch scikit-learn tensorflow

Last synced: 10 May 2025

https://github.com/smilelab-fl/fedlab-benchmarks

Standard federated learning implementations in FedLab and FL benchmarks.

deep-learning federated-learning fedlab pytorch-implementation

Last synced: 09 Apr 2025

https://github.com/xtra-computing/fedtree

A tree-based federated learning system (MLSys 2023)

distributed federated-learning gradient-boosting-decision-trees

Last synced: 16 May 2025

https://github.com/Xtra-Computing/FedTree

A tree-based federated learning system (MLSys 2023)

distributed federated-learning gradient-boosting-decision-trees

Last synced: 09 May 2025

https://github.com/mccorby/photolabeller

Federated Learning: Client application doing classification of images and local training. Works better with the Parameter Server at https://github.com/mccorby/PhotoLabellerServer

android deeplearning4j dl4j edge-computing federated-learning kotlin machine-learning

Last synced: 23 Apr 2025

https://github.com/mccorby/PhotoLabeller

Federated Learning: Client application doing classification of images and local training. Works better with the Parameter Server at https://github.com/mccorby/PhotoLabellerServer

android deeplearning4j dl4j edge-computing federated-learning kotlin machine-learning

Last synced: 03 Apr 2025

https://github.com/FederatedAI/FATE-Serving

A scalable, high-performance serving system for federated learning models

federated-learning inference model-serving model-versioning monitor

Last synced: 16 Nov 2025

https://github.com/iblameandrew/local-deepthink

It takes a village to raise a child: Google DeepThink 🧠 but in LangGraph and free - an original algorithm for collaborative agents using qualitative backpropagation. Turn hours of prompting into a single high level prompt and let a QNN figure system prompts on the fly.

federated-learning hierarchical-agents langchain langgraph machine-learning-algorithms metaheuristics microapps optimization-algorithms prompt-engineering

Last synced: 17 Jan 2026

https://github.com/primihub/primihub-platform

PrimiHub platform is a Muti-Party Computation and Muti-Party federated task security scheduling platform for MPC and FL point to point service.

federated-learning hacktoberfest mpc pir psi

Last synced: 09 Apr 2025

https://github.com/ray-project/rayfed

A multiple parties joint, distributed execution engine based on Ray, to help build your own federated learning frameworks in minutes.

distributed-execution federated-learning privacy-preserving python ray

Last synced: 05 Apr 2025

https://github.com/apple/ml-flair

A large labelled image dataset for benchmarking in federated learning

dataset differential-privacy federated-learning

Last synced: 19 Oct 2025

https://github.com/openmined/kotlinsyft

The official Syft worker for secure on-device machine learning

android-library deep-learning federated-learning kotlin security syft

Last synced: 02 Jul 2025

https://github.com/OpenMined/KotlinSyft

The official Syft worker for secure on-device machine learning

android-library deep-learning federated-learning kotlin security syft

Last synced: 13 May 2025

https://github.com/fedml-ai/fedcv

FedCV: An Industrial-grade Federated Learning Framework for Diverse Computer Vision Tasks

computer-vision federated-learning image-classifiation image-segmentation medical-imaging object-detection

Last synced: 31 Jan 2026

https://github.com/shaoxiongji/fed-att

Attentive Federated Learning for Private NLM

attention-mechanism deep-learning federated-learning language-modeling pytorch

Last synced: 22 Apr 2025

https://github.com/makgyver/fluke

Federated learning framework made by researchers for researchers :)

federated-learning machine-learning-library pypi-packages

Last synced: 11 Mar 2026

https://github.com/mccorby/photolabellerserver

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

cifar-10 deeplearning4j dl4j federated-learning kotlin machine-learning

Last synced: 23 Apr 2025

https://github.com/mccorby/PhotoLabellerServer

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

cifar-10 deeplearning4j dl4j federated-learning kotlin machine-learning

Last synced: 10 May 2025

https://github.com/mahmoodlab/histofl

Federated Learning for Computational Pathology - Medical Image Analysis

federated-learning histology-images mahmoodlab pathology

Last synced: 25 Jul 2025

https://github.com/alshedivat/fedpa

Federated posterior averaging implemented in JAX

federated-learning jax python

Last synced: 30 Apr 2025

https://github.com/guopengf/fl-mrcm

Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning

deep-learning federated-learning pytorch

Last synced: 09 Apr 2025

https://github.com/fedml-ai/fediot

Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection, backed by FedML, Inc.

anomaly-detection autoencoder cybersecurity federated-learning iot iot-application machine-learning pytorch raspberry-pi

Last synced: 22 Apr 2025

https://github.com/anshuman73/deml-golem

Proof Of Concept of DEcentralised Machine Learning on top of the Golem (https://golem.network/) architecture

decentralised-machine-learning federated-learning golem

Last synced: 23 Aug 2025

https://github.com/anshuman73/DeML-Golem

Proof Of Concept of DEcentralised Machine Learning on top of the Golem (https://golem.network/) architecture

decentralised-machine-learning federated-learning golem

Last synced: 22 Apr 2025

https://github.com/qinbinli/fedkt

Practical One-Shot Federated Learning for Cross-Silo Setting

federated-learning

Last synced: 05 May 2025

https://github.com/mynameisvinn/federated-learning

tf implementation of federated learning

federated-learning machine-learning tensorflow

Last synced: 11 Apr 2025

https://github.com/yujun-shi/fedcls

[ICLR2023] Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (https://arxiv.org/abs/2210.00226)

federated-learning federated-learning-framework iclr2023 representation-learning

Last synced: 10 Apr 2025

https://github.com/sarodyatawatta/federated-pytorch-test

Federated learning with PyTorch (federated averaging and consensus optimization): with 'reduced' bandwidth

clustering consensus-model consensus-optimization deep-learning federated-learning lbfgs pytorch sagecal variational-autoencoder

Last synced: 09 Sep 2025

https://github.com/dilawarm/federated

Federated Learning with Differential Privacy and Homomorphic Encryption.

differential-privacy federated-learning homomorphic-encryption privacy-preserving-machine-learning security tensorflow

Last synced: 16 Jan 2026

https://github.com/burlachenkok/flpytorch

FL_PyTorch: Optimization Research Simulator for Federated Learning

federated-learning optimization-algorithms

Last synced: 27 Mar 2025

https://github.com/sb-ai-lab/stalactite

Stalactite is the framework implementing the vertical federated learning paradigm.

federated-learning vertical-federated-learning

Last synced: 19 Jun 2025

https://github.com/yonetaniryo/federated_learning_pytorch

Simplified implementation of federated learning in PyTorch

federated-learning pytorch

Last synced: 16 Aug 2025

https://github.com/sb-ai-lab/Stalactite

Stalactite is the framework implementing the vertical federated learning paradigm.

federated-learning vertical-federated-learning

Last synced: 23 Feb 2025