FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
☆2,013Sep 3, 2022Updated 3 years ago
Alternatives and similar repositories for Awesome-Federated-Learning
Users that are interested in Awesome-Federated-Learning are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a …☆4,044Oct 28, 2025Updated 6 months ago
- Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond☆2,075May 30, 2024Updated last year
- A PyTorch Implementation of Federated Learning☆1,517Jul 25, 2024Updated last year
- All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.☆730Nov 16, 2025Updated 5 months ago
- resources about federated learning and privacy in machine learning☆547Jun 26, 2024Updated last year
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Leaf: A Benchmark for Federated Settings☆903Mar 24, 2023Updated 3 years ago
- Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data☆1,437May 7, 2024Updated 2 years ago
- A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.☆479Aug 1, 2023Updated 2 years ago
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆728Mar 24, 2023Updated 3 years ago
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.☆825Oct 20, 2025Updated 6 months ago
- An Industrial Grade Federated Learning Framework☆6,070Nov 19, 2024Updated last year
- 联邦学习☆1,150Mar 14, 2023Updated 3 years ago
- Everything about Federated Learning (papers, tutorials, etc.) -- 联邦学习☆634Apr 28, 2021Updated 5 years ago
- A collection of Google research projects related to Federated Learning and Federated Analytics.☆752Mar 25, 2026Updated last month
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Code for Federated Learning with Matched Averaging, ICLR 2020.☆342Dec 5, 2021Updated 4 years ago
- Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)☆1,985May 2, 2026Updated last week
- An open-source framework for machine learning and other computations on decentralized data.☆2,437Updated this week
- Master Federated Learning in 2 Hours—Run It on Your PC!☆2,118Jan 25, 2026Updated 3 months ago
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆617Feb 26, 2024Updated 2 years ago
- Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)☆311Apr 18, 2022Updated 4 years ago
- [NeurIPS 2019 FL workshop] Federated Learning with Local and Global Representations☆245Jul 25, 2024Updated last year
- An easy-to-use federated learning platform☆1,530Aug 10, 2024Updated last year
- PyTorch implementation of FedNova (NeurIPS 2020), and a class of federated learning algorithms, including FedAvg, FedProx.☆229Oct 21, 2020Updated 5 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Fair Resource Allocation in Federated Learning (ICLR '20)☆254Dec 2, 2023Updated 2 years ago
- On the Convergence of FedAvg on Non-IID Data☆274Dec 7, 2022Updated 3 years ago
- Code and data accompanying the FedGen paper☆262Oct 31, 2024Updated last year
- FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.☆194Apr 11, 2025Updated last year
- FedScale is a scalable and extensible open-source federated learning (FL) platform.☆416Dec 18, 2023Updated 2 years ago
- Perform data science on data that remains in someone else's server☆9,884Jul 15, 2025Updated 9 months ago
- A library for federated learning (a distributed machine learning process) in an enterprise environment.☆534Sep 17, 2025Updated 7 months ago
- ☆164Dec 23, 2022Updated 3 years ago
- Flower: A Friendly Federated AI Framework☆6,881Updated this week
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Simulate a federated setting and run differentially private federated learning.☆390Mar 7, 2025Updated last year
- FedMD: Heterogenous Federated Learning via Model Distillation☆166Jun 3, 2021Updated 4 years ago
- ☆888Jul 27, 2024Updated last year
- Galaxy Federated Learning Framework （星际联邦学习框架）☆252Jan 14, 2023Updated 3 years ago
- Implementation of dp-based federated learning framework using PyTorch☆320Jan 3, 2026Updated 4 months ago
- Ditto: Fair and Robust Federated Learning Through Personalization (ICML '21)☆158Apr 30, 2022Updated 4 years ago
- Federated Deep Learning in PaddlePaddle☆516Jul 26, 2023Updated 2 years ago