FATE
FederatedScope
| FATE | FederatedScope | |
|---|---|---|
| 2 | 2 | |
| 5,518 | 1,199 | |
| 0.8% | 1.7% | |
| 9.9 | 4.5 | |
| 7 days ago | about 10 hours 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.
FATE
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[D] Federated Learning Libraries in 2022?
FATE is very popular in China.
- Federated Learning
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?
flower - Flower: A Friendly Federated Learning Framework
yolov5 - YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite
ImageAI - A python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities
FedScale - FedScale is a scalable and extensible open-source federated learning (FL) platform.
openfl - The Open Flash Library for creative expression on the web, desktop, mobile and consoles.
breaching - Breaching privacy in federated learning scenarios for vision and text
openfl - An open framework for Federated Learning.
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]
fedjax - FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.
transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
pytorch-lightning - The lightweight PyTorch wrapper for high-performance AI research. Scale your models, not the boilerplate. [Moved to: https://github.com/PyTorchLightning/pytorch-lightning]