FATE
fedjax
| FATE | fedjax | |
|---|---|---|
| 2 | 1 | |
| 5,518 | 249 | |
| 0.8% | 0.4% | |
| 9.9 | 4.6 | |
| 7 days ago | 7 months 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
fedjax
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[R] Google AI 0pen Sources ‘FedJAX’, A JAX-based Python Library for Federated Learning Simulations
A new google study introduces FedJAX, a JAX-based open-source library for federated learning simulations that emphasizes ease-of-use in research. FedJAX intends to construct and assess federated algorithms faster and easier for academics by providing basic building blocks for implementing federated algorithms, preloaded datasets, models, and algorithms, and fast simulation speed.
What are some alternatives?
flower - Flower: A Friendly Federated Learning Framework
FedScale - FedScale is a scalable and extensible open-source federated learning (FL) platform.
ImageAI - A python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities
openfl - An open framework for Federated Learning.
openfl - The Open Flash Library for creative expression on the web, desktop, mobile and consoles.
FederatedScope - An easy-to-use federated learning platform
jax - Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
PySyft - Perform data science on data that remains in someone else's server
breaching - Breaching privacy in federated learning scenarios for vision and text
openRiskScore - A python framework for risk scoring