VectorInstitute / FL4HealthLinks
A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings
☆52Updated last week
Alternatives and similar repositories for FL4Health
Users that are interested in FL4Health are comparing it to the libraries listed below
Sorting:
- A curated list of Federated Learning papers/articles and recent advancements.☆100Updated 2 years ago
- Cross-silo Federated Learning playground in Python. Discover 7 real-world federated datasets to test your new FL strategies and try to be…☆227Updated last year
- An enterprise-ready and vendor-agnostic federated learning platform.☆166Updated last month
- Experiments of the DAI in Healthcare project - skin lesions images use case - using Flower☆18Updated 3 years ago
- Repo for the paper: PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees (CVPR 2024)☆23Updated last year
- Simulate collaborative ML scenarios, experiment multi-partner learning approaches and measure respective contributions of different datas…☆57Updated 2 years ago
- ☆16Updated last year
- Implementation of FedBary☆16Updated 10 months ago
- A Federated Learning implementation to diagnose 2 acute inflammations of bladder.. This medical dataset truly needs privacy! Because we c…☆39Updated 6 years ago
- FedCV: An Industrial-grade Federated Learning Framework for Diverse Computer Vision Tasks☆67Updated last year
- Private Evolution: Generating DP Synthetic Data without Training [ICLR 2024, ICML 2024 Spotlight]☆110Updated 2 months ago
- ☆37Updated 3 years ago
- Federated Learning Course Materials☆65Updated 4 years ago
- A Python library for rapid prototyping, experimenting, and logging of federated learning using state-of-the-art models and datasets. Buil…☆43Updated last year
- DP-FTRL from "Practical and Private (Deep) Learning without Sampling or Shuffling" for centralized training.☆35Updated 8 months ago
- The HyFed framework provides an easy-to-use API to develop federated, privacy-preserving machine learning algorithms.☆18Updated 4 months ago
- A large labelled image dataset for benchmarking in federated learning☆104Updated last year
- Simplified implementation of federated learning in PyTorch☆32Updated 5 years ago
- Material workbench for the master-level course CS-E4740 "Federated Learning"☆172Updated 3 weeks ago
- An open benchmarking platform for medical artificial intelligence using Federated Evaluation.☆163Updated last month
- A Simulator for Privacy Preserving Federated Learning☆96Updated 5 years ago
- PriMIA: Privacy-preserving Medical Image Analysis☆137Updated 2 years ago
- ☆115Updated 2 years ago
- Code accompanying the paper "Decentralized Federated Learning through Proxy Model Sharing"☆84Updated 2 years ago
- Advanced Privacy-Preserving Federated Learning framework☆166Updated last week
- Swarm Learning for computational pathology☆29Updated 3 years ago
- Simple implementation of FedAvg, a Federated Learning algorithm.☆34Updated 2 years ago
- Example notebooks demonstrating how to use Clara Train to build Medical Imaging Deep Learning models☆128Updated last year
- An implementation of pneumonia medical X-ray image classification problem using Federated Learning in PySyft.☆12Updated 6 years ago
- Federated Learning Utilities and Tools for Experimentation☆193Updated 2 years ago