alexjungaalto / FederatedLearning
Material workbench for the master-level course CS-E4740 "Federated Learning"
☆95Updated 3 weeks ago
Related projects: ⓘ
- Federated Learning Course Materials☆62Updated 3 years ago
- Short, easy to run, code examples presented in the Flower's FlowerMonthly online meetings.☆13Updated 7 months ago
- Principles of ML Systems Project☆26Updated 3 years ago
- Breaching privacy in federated learning scenarios for vision and text☆260Updated 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…☆250Updated 3 weeks ago
- Cross-silo Federated Learning playground in Python. Discover 7 real-world federated datasets to test your new FL strategies and try to be…☆195Updated 3 months ago
- Implementation of dp-based federated learning framework using PyTorch☆277Updated last year
- Privacy Preserving Vertical Federated Learning☆213Updated last year
- FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.☆252Updated 3 weeks ago
- A large labelled image dataset for benchmarking in federated learning☆88Updated 6 months ago
- A collaborative learning framework for empowering biomedical research☆36Updated this week
- federated-learning☆77Updated last year
- FedZoo-Bench: An open source PyTorch libarary for federated learning with implementation of more than 22 algorithms☆15Updated 4 months ago
- Simple simulation of federated learning (FedAvg) using Flower framework☆20Updated 2 years ago
- A curated list of Federated Learning papers/articles and recent advancements.☆80Updated last year
- PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visua…☆64Updated 2 years ago
- Code accompanying the paper "Decentralized Federated Learning through Proxy Model Sharing"☆63Updated last year
- ☆18Updated 2 years ago
- A collection of Google research projects related to Federated Learning and Federated Analytics.☆676Updated last month
- PyTorch implementation of Federated Learning with Non-IID Data, and federated learning algorithms, including FedAvg, FedProx.☆111Updated 2 years ago
- This repository contains all the implementation of different papers on Federated Learning☆43Updated 4 years ago
- Federated Learning Utilities and Tools for Experimentation☆182Updated 8 months ago
- P2P Federated Learning (p2pfl) is a decentralized federated learning library, it allows creating basic federated learning systems on p2p …☆66Updated last week
- FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.☆183Updated 4 months ago
- Official code for "Federated Multi-Task Learning under a Mixture of Distributions" (NeurIPS'21)☆153Updated last year
- Official code implementation for "Personalized Federated Learning using Hypernetworks" [ICML 2021]☆177Updated last year
- Handy PyTorch implementation of Federated Learning (for your painless research)