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AI in Context: Harnessing Domain Knowledge for Smarter Machine Learning.

Authors :
Miller, Tymoteusz
Durlik, Irmina
Łobodzińska, Adrianna
Dorobczyński, Lech
Jasionowski, Robert
Source :
Applied Sciences (2076-3417); Dec2024, Vol. 14 Issue 24, p11612, 25p
Publication Year :
2024

Abstract

This article delves into the critical integration of domain knowledge into AI/ML systems across various industries, highlighting its importance in developing ethically responsible, effective, and contextually relevant solutions. Through detailed case studies from the healthcare and manufacturing sectors, we explore the challenges, strategies, and successes of this integration. We discuss the evolving role of domain experts and the emerging tools and technologies that facilitate the incorporation of human expertise into AI/ML models. The article forecasts future trends, predicting a more seamless and strategic collaboration between AI/ML and domain expertise. It emphasizes the necessity of this synergy for fostering innovation, ensuring ethical practices, and aligning technological advancements with human values and real-world complexities. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
20763417
Volume :
14
Issue :
24
Database :
Complementary Index
Journal :
Applied Sciences (2076-3417)
Publication Type :
Academic Journal
Accession number :
181961087
Full Text :
https://doi.org/10.3390/app142411612