Frouros is an open-source Python library capable of detecting drift in machine learning systems. It provides a combination of classical and more recent algorithms for drift detection: both concept and data drift. We have designed it with the objective of making it compatible with any machine learning framework and easily adaptable to real-world use cases. The library is developed following a set of best development and continuous integration practices to ensure ease of maintenance and extensibility. The source code is available at https://github.com/IFCA/frouros.
翻译:Frouros是一个开源Python库,能够检测机器学习系统中的漂移。它提供了经典与最新算法的组合,用于概念漂移和数据漂移的检测。我们设计该库的目标是使其兼容任何机器学习框架,并易于适应实际应用场景。该库遵循一系列最佳开发和持续集成实践进行开发,以确保易于维护和扩展。源代码网址为https://github.com/IFCA/frouros。