chaoyanghe / Awesome-Federated-Learning
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
☆1,924Updated 2 years ago
Related projects: ⓘ
- Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data☆1,249Updated 4 months ago
- Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond☆1,717Updated 3 months ago
- A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561☆1,241Updated last month
- Leaf: A Benchmark for Federated Settings☆830Updated last year
- All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.☆653Updated last year
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.☆719Updated last month
- 37 traditional FL (tFL) or personalized FL (pFL) algorithms, 3 scenarios, and 20 datasets.☆1,361Updated last week
- 联邦学习☆997Updated last year
- Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)☆1,439Updated 2 months ago
- A collection of Google research projects related to Federated Learning and Federated Analytics.☆676Updated last month
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆627Updated last year
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆553Updated 6 months ago
- An easy-to-use federated learning platform☆1,268Updated last month
- Everything about Federated Learning (papers, tutorials, etc.) -- 联邦学习☆609Updated 3 years ago
- resources about federated learning and privacy in machine learning☆521Updated 2 months ago
- FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a …☆4,148Updated this week
- A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.☆465Updated last year
- ☆722Updated last month
- A library for federated learning (a distributed machine learning process) in an enterprise environment.☆493Updated last year
- Benchmark of federated learning. Dedicated to the community. 🤗☆472Updated this week
- An open-source framework for machine learning and other computations on decentralized data.☆2,305Updated this week
- Handy PyTorch implementation of Federated Learning (for your painless research)☆399Updated 10 months ago
- A federated learning framework to support scalable and reproducible research☆336Updated 2 weeks ago
- An experimental platform for federated learning.☆522Updated last week
- Overview of Federal Learning☆281Updated last year
- An easy-to-use federated learning platform☆293Updated last year
- FedScale is a scalable and extensible open-source federated learning (FL) platform.☆385Updated 9 months ago
- Code for Federated Learning with Matched Averaging, ICLR 2020.☆326Updated 2 years ago
- [NeurIPS 2019] Deep Leakage From Gradients☆398Updated 2 years ago
- Federated Deep Learning in PaddlePaddle☆496Updated last year