Frouros: An open-source Python library for drift detection in machine learning systems

Abstract

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, covering both concept and data drift. We have designed it to be compatible with any machine learning framework and easily adaptable to real-world use cases. The library is developed following best development and continuous integration practices to ensure ease of maintenance and extensibility.

Keywords

• Machine learning
• Drift detection
• Concept drift
• Data drift
• Python