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The Top 23 Python Federated Learning Open Source Projects

Open source projects categorized as Python Federated Learning
Categories > Federated Learning
Pysyft ⭐ 9,188
Perform data science on data that remains in someone else's server
dependent packages 2total releases 228most recent commit a month agopypi syft} Downloads
Fate ⭐ 5,366
An Industrial Grade Federated Learning Framework
dependent packages 1total releases 33most recent commit 3 months agopypi fate-client} Downloads
Fedml ⭐ 3,946
FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, FEDML Nexus AI (https://nexus.fedml.ai) is the dedicated cloud service for generative AI
dependent packages 1total releases 342most recent commit 3 months agopypi fedml} Downloads
Flower ⭐ 3,545
Flower: A Friendly Federated Learning Framework
dependent packages 6total releases 28most recent commit 3 months agopypi flwr} Downloads
Secretflow ⭐ 2,101
A unified framework for privacy-preserving data analysis and machine learning
total releases 48most recent commit 3 months ago
Federatedscope ⭐ 1,128
An easy-to-use federated learning platform
total releases 2most recent commit 4 months ago
Awesome Fl ⭐ 1,103
Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
most recent commit 3 months ago
Federated Learning ⭐ 1,042
A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561
most recent commit 4 months ago
Pfllib ⭐ 935
Personalized federated learning simulation platform with non-IID and unbalanced dataset
most recent commit 3 months ago
Medmnist ⭐ 903
[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification
total releases 7most recent commit 3 months ago
Federated Learning Pytorch ⭐ 902
Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data
most recent commit a year ago
Openfl ⭐ 657
An open framework for Federated Learning.
total releases 9most recent commit 8 days ago
Complete Life Cycle Of A Data Science Project ⭐ 499
Complete-Life-Cycle-of-a-Data-Science-Project
most recent commit 3 months ago
Niid Bench ⭐ 463
Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)
most recent commit 4 months ago
Fedscale ⭐ 347
FedScale is a scalable and extensible open-source federated learning (FL) platform.
total releases 1most recent commit 4 months ago
Fl Bench ⭐ 316
Benchmark of federated learning. Dedicated to the community. 🤗
most recent commit 3 months ago
Federated Learning In Pytorch ⭐ 289
Handy PyTorch implementation of Federated Learning (for your painless research)
most recent commit 5 months ago
Fedjax ⭐ 240
FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.
total releases 17most recent commit 6 months ago
Backdoors101 ⭐ 231
Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.
most recent commit a year ago
Easyfl ⭐ 225
An easy-to-use federated learning platform
most recent commit 8 months ago
Personalizedfl ⭐ 223
Personalized federated learning codebase for research
most recent commit 6 months ago
Differential Privacy Based Federated Learning ⭐ 212
Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )
most recent commit 5 months ago
Awesome Edge Machine Learning ⭐ 200
A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.
most recent commit a year ago
The 5 Most Depended On Python Federated Learning Open Source Projects
Flower ⭐ 3,545
Flower: A Friendly Federated Learning Framework
dependent packages 6total releases 28latest release November 28, 2023most recent commit 3 months agopypi flwr} Downloads
Pysyft ⭐ 9,188
Perform data science on data that remains in someone else's server
dependent packages 2total releases 228latest release December 07, 2023most recent commit a month agopypi syft} Downloads
Fate ⭐ 5,366
An Industrial Grade Federated Learning Framework
dependent packages 1total releases 33latest release September 20, 2023most recent commit 3 months agopypi fate-client} Downloads
The 10 Latest Releases In Python Federated Learning Open Source Projects
Pysyft ⭐ 9,188
Perform data science on data that remains in someone else's server
dependent packages 2total releases 228latest release December 07, 2023most recent commit a month agopypi syft} Downloads
Secretflow ⭐ 2,101
A unified framework for privacy-preserving data analysis and machine learning
total releases 48latest release December 06, 2023most recent commit 3 months ago
Flower ⭐ 3,545
Flower: A Friendly Federated Learning Framework
dependent packages 6total releases 28latest release November 28, 2023most recent commit 3 months agopypi flwr} Downloads
Redco ⭐ 35
MLSys Workshop NeurIPS 2023 - Redco: A Lightweight Tool to Automate Distributed Training and Inference
total releases 11latest release November 08, 2023most recent commit 3 months ago
Openfl ⭐ 657
An open framework for Federated Learning.
total releases 9latest release October 24, 2023most recent commit 8 days ago
Fate ⭐ 5,366
An Industrial Grade Federated Learning Framework
dependent packages 1total releases 33latest release September 20, 2023most recent commit 3 months agopypi fate-client} Downloads
Medmnist ⭐ 903
[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification
total releases 7latest release August 17, 2023most recent commit 3 months ago
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