flpytorch
FederatedScope
| flpytorch | FederatedScope | |
|---|---|---|
| 1 | 2 | |
| 35 | 1,198 | |
| - | 3.1% | |
| 4.1 | 4.5 | |
| 10 months ago | 19 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
flpytorch
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[R] [P] FL_PyTorch: Optimization Research Simulator for Federated Learning is publicly available on GitHub.
Repository: https://github.com/burlachenkok/flpytorch
FederatedScope
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This Machine Learning Framework Collaborates Heterogeneous Natural Language Processing Tasks via Federated Learning
Quick Read: https://www.marktechpost.com/2022/12/27/this-machine-learning-framework-collaborates-heterogeneous-natural-language-processing-tasks-via-federated-learning/ Paper: https://arxiv.org/pdf/2212.05789v1.pdf Github: https://github.com/alibaba/federatedscope
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Alibaba Introduces ‘FederatedScope’: An Easy-To-Use Federated Learning Platform Providing Comprehensive Functionalities
Github: https://github.com/alibaba/FederatedScope
What are some alternatives?
FedScale - FedScale is a scalable and extensible open-source federated learning (FL) platform.
yolov5 - YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite
openfl - An open framework for Federated Learning.
FATE - An Industrial Grade Federated Learning Framework
FedML - 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://fedml.ai) is your generative AI platform at scale.
breaching - Breaching privacy in federated learning scenarios for vision and text
PySyft - Perform data science on data that remains in someone else's server
pytorch-lightning - Build high-performance AI models with PyTorch Lightning (organized PyTorch). Deploy models with Lightning Apps (organized Python to build end-to-end ML systems). [Moved to: https://github.com/Lightning-AI/lightning]