Expert-Driven Monitoring of Operational ML Models

التفاصيل البيبلوغرافية
العنوان: Expert-Driven Monitoring of Operational ML Models
المؤلفون: Leest, Joran, Raibulet, Claudia, Gerostathopoulos, Ilias, Lago, Patricia
سنة النشر: 2024
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Machine Learning, Computer Science - Software Engineering
الوصف: We propose Expert Monitoring, an approach that leverages domain expertise to enhance the detection and mitigation of concept drift in machine learning (ML) models. Our approach supports practitioners by consolidating domain expertise related to concept drift-inducing events, making this expertise accessible to on-call personnel, and enabling automatic adaptability with expert oversight.
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2401.11993
رقم الأكسشن: edsarx.2401.11993
قاعدة البيانات: arXiv