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Ten quick tips for ensuring machine learning model validity.
- 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]
- Subjects :
- MACHINE learning
ARTIFICIAL intelligence
DECISION making
Subjects
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