innovation-cat / Awesome-Federated-Machine-LearningLinks
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
☆1,989Updated last year
Alternatives and similar repositories for Awesome-Federated-Machine-Learning
Users that are interested in Awesome-Federated-Machine-Learning are comparing it to the libraries listed below
Sorting:
- Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)☆1,797Updated 3 weeks ago
- Master Federated Learning in 2 Hours—Run It on Your PC!☆1,879Updated 3 weeks ago
- 联邦学习☆1,109Updated 2 years ago
- A PyTorch Implementation of Federated Learning☆1,430Updated last year
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.☆786Updated last year
- All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.☆705Updated 10 months ago
- Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data☆1,370Updated last year
- ☆869Updated last year
- FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai☆1,980Updated 2 years ago
- Benchmark of federated learning. Dedicated to the community. 🤗☆625Updated last week
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆607Updated last year
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆686Updated 2 years ago
- An easy-to-use federated learning platform☆1,446Updated last year
- Leaf: A Benchmark for Federated Settings☆887Updated 2 years ago
- Handy PyTorch implementation of Federated Learning (for your painless research)☆447Updated last year
- Overview of Federal Learning☆293Updated 2 years ago
- An easy-to-use federated learning platform☆298Updated 2 years ago
- PyTorch Federated Learning (easy to use and extend)☆272Updated last year
- A collection of Google research projects related to Federated Learning and Federated Analytics.☆731Updated 2 months ago
- An experimental platform for federated learning.☆599Updated 2 months ago
- Personalized federated learning codebase for research☆392Updated last year
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆398Updated 10 months ago
- Implement FedAvg algorithm based on Tensorflow☆255Updated 4 years ago
- Everything about Federated Learning (papers, tutorials, etc.) -- 联邦学习☆626Updated 4 years ago
- A federated learning framework to support scalable and reproducible research☆376Updated 9 months ago
- ☆20Updated 2 years ago
- Implementation of dp-based federated learning framework using PyTorch☆305Updated 2 years ago
- You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.☆185Updated 3 weeks ago
- On the Convergence of FedAvg on Non-IID Data☆266Updated 2 years ago
- Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)☆299Updated 3 years ago