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Ten quick tips for ensuring machine learning model validity.

Authors :
Goh, Wilson Wen Bin
Kabir, Mohammad Neamul
Yoo, Sehwan
Wong, Limsoon
Source :
PLoS Computational Biology; 9/19/2024, Vol. 20 Issue 9, p1-12, 12p
Publication Year :
2024

Abstract

Author summary: Artificial Intelligence (AI) and Machine Learning (ML) models are increasingly deployed on biomedical and health data to shed insights on biological mechanism, predict disease outcomes, and support clinical decision-making. However, ensuring model validity is challenging. The 10 quick tips described here discuss useful practices on how to check AI/ML models from 2 perspectives—the user and the developer. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
1553734X
Volume :
20
Issue :
9
Database :
Complementary Index
Journal :
PLoS Computational Biology
Publication Type :
Academic Journal
Accession number :
179753619
Full Text :
https://doi.org/10.1371/journal.pcbi.1012402