Concept Drift Python Packages

river

🌊 Online machine learning in Python

alibi-detect

Algorithms for outlier, adversarial and drift detection

frouros

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

creme

🌊 Online machine learning in Python

calm-data-generator

CALM-Data-Generator is a comprehensive Python library for synthetic data generation with advanced features

menelaus

Online and batch-based concept and data drift detection algorithms to monitor and maintain ML performance.

octopus-ml

A collection of handy ML and data visualization and validation tools. Go ahead and train, evaluate and validate your ML models and data with minimal effort.

cinnamon

A monitoring tool for machine learning systems that focus on data drift

driftlens

DriftLens: an Unsupervised Drift Detection framework