LabeliaLabs / distributed-learning-contributivityLinks
Simulate collaborative ML scenarios, experiment multi-partner learning approaches and measure respective contributions of different datasets to model performance.
☆57Updated 2 years ago
Alternatives and similar repositories for distributed-learning-contributivity
Users that are interested in distributed-learning-contributivity are comparing it to the libraries listed below
Sorting:
- Low-level Python library used to interact with a Substra network☆279Updated last year
- Cross-silo Federated Learning playground in Python. Discover 7 real-world federated datasets to test your new FL strategies and try to be…☆220Updated last year
- A high-level federated learning Python library used to run complex federated learning experiments at scale on a Substra network☆59Updated 5 months ago
- Python wrappers to interact with a Substra backend☆27Updated last year
- PriMIA: Privacy-preserving Medical Image Analysis☆136Updated 2 years ago
- Documentation of the Substra software☆20Updated 2 months ago
- An enterprise-ready and vendor-agnostic federated learning platform.☆162Updated this week
- Federated Learning Utilities and Tools for Experimentation☆191Updated last year
- End to end tests for the Substra software☆25Updated 10 months ago
- Privacy Preserving Vertical Federated Learning☆219Updated 2 years ago
- Basic material and content to give a quick overview of Substra Foundation☆36Updated 5 years ago
- Backend of the Substra software☆59Updated 5 months ago
- A Simulator for Privacy Preserving Federated Learning☆96Updated 4 years ago
- DP-FTRL from "Practical and Private (Deep) Learning without Sampling or Shuffling" for centralized training.☆32Updated 5 months ago
- Federated Learning Simulator (FLSim) is a flexible, standalone core library that simulates FL settings with a minimal, easy-to-use API. F…☆263Updated last year
- Frontend of the Substra software☆38Updated 10 months ago
- A simplified library for decentralized, privacy preserving machine learning☆351Updated 11 months ago
- Code accompanying the paper "Decentralized Federated Learning through Proxy Model Sharing"☆80Updated 2 years ago
- FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.☆266Updated 3 months ago
- A curated list of Federated Learning papers/articles and recent advancements.☆100Updated 2 years ago
- Scripts for figures and calculations of the manuscript by Warnat-Herresthal el al. 2020☆195Updated 4 years ago
- An Open Framework for Federated Learning.☆814Updated this week
- A library for federated learning (a distributed machine learning process) in an enterprise environment.☆519Updated last month
- A toolbox for differentially private data generation☆131Updated 2 years ago
- Example notebooks demonstrating how to use Clara Train to build Medical Imaging Deep Learning models☆128Updated last year
- Breaching privacy in federated learning scenarios for vision and text☆307Updated 2 months ago
- Differentially Private Deep Learning in PyTorch☆30Updated 4 years ago
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆75Updated 8 months ago
- A collection of Google research projects related to Federated Learning and Federated Analytics.☆737Updated 4 months ago
- A Federated Learning implementation to diagnose 2 acute inflammations of bladder.. This medical dataset truly needs privacy! Because we c…☆40Updated 5 years ago