VectorInstitute / FL4HealthLinks
A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings
☆46Updated this week
Alternatives and similar repositories for FL4Health
Users that are interested in FL4Health are comparing it to the libraries listed below
Sorting:
- FedCV: An Industrial-grade Federated Learning Framework for Diverse Computer Vision Tasks☆67Updated last year
- A curated list of Federated Learning papers/articles and recent advancements.☆100Updated 2 years ago
- ☆37Updated 3 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…☆218Updated last year
- The HyFed framework provides an easy-to-use API to develop federated, privacy-preserving machine learning algorithms.☆18Updated 2 weeks ago
- ☆23Updated 2 years ago
- ☆15Updated 11 months ago
- Example notebooks demonstrating how to use Clara Train to build Medical Imaging Deep Learning models☆128Updated last year
- DP-FTRL from "Practical and Private (Deep) Learning without Sampling or Shuffling" for centralized training.☆30Updated 3 months ago
- ☆14Updated last year
- PriMIA: Privacy-preserving Medical Image Analysis☆136Updated 2 years ago
- Differentially-private transformers using HuggingFace and Opacus☆142Updated last year
- ☆113Updated 2 years ago
- Implementation of FedBary☆15Updated 6 months ago
- Simulate collaborative ML scenarios, experiment multi-partner learning approaches and measure respective contributions of different datas…☆58Updated 2 years ago
- Private Evolution: Generating DP Synthetic Data without Training [ICLR 2024, ICML 2024 Spotlight]☆102Updated last week
- A Simulator for Privacy Preserving Federated Learning☆95Updated 4 years ago
- Federated Learning Course Materials☆64Updated 4 years ago
- Code accompanying the paper "Decentralized Federated Learning through Proxy Model Sharing"☆79Updated 2 years ago
- Model Fusion via Optimal Transport, NeurIPS 2020☆150Updated 2 years ago
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆75Updated 7 months ago
- An enterprise-ready and vendor-agnostic federated learning platform.☆161Updated this week
- Advanced Privacy-Preserving Federated Learning framework☆152Updated this week
- Simple implementation of FedAvg, a Federated Learning algorithm.☆30Updated last year
- A Python library for rapid prototyping, experimenting, and logging of federated learning using state-of-the-art models and datasets. Buil…☆42Updated last year
- A toolbox for differentially private data generation☆131Updated 2 years ago
- Fast, memory-efficient, scalable optimization of deep learning with differential privacy☆130Updated last month
- Repo for the paper: PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees (CVPR 2024)☆19Updated last year
- An implementation of pneumonia medical X-ray image classification problem using Federated Learning in PySyft.☆13Updated 6 years ago
- Course Material for the Tutorial on Privacy Enhancing Technologies and PPML☆13Updated 3 years ago