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

被引：1
|
作者：
Sisniega, Jaime Cespedes [1 ]
Garcia, alvaro Lopez [1 ]
机构：
[1] Spanish Natl Res Council IFCA CSIC UC, Inst Phys Cantabria, Avda Castros S-N, Santander 39005, Spain
来源：
SOFTWAREX | 2024年 / 26卷
关键词：
Machine learning; Drift detection; Concept drift; Data drift; !text type='Python']Python[!/text; DIVERGENCE; VARIABLES; DISTANCE; ONLINE;
D O I：
10.1016/j.softx.2024.101733
中图分类号：
TP31 [计算机软件];
学科分类号：
081202 ; 0835 ;
摘要：
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.
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页数：8
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