Frouros: An open-source Python library for drift detection in machine learning systems
Jaime Céspedes Sisniega, Álvaro López García
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.
Topics & Concepts
Python (programming language)Computer scienceConcept driftExtensibilityOpen sourceArtificial intelligenceMachine learningProgramming languageOperating systemSoftwareData stream miningData Stream Mining TechniquesMachine Learning and Data ClassificationAdvanced Bandit Algorithms Research