The Product Beyond the Model - An Empirical Study of Repositories of Open-Source ML Products

Machine learning (ML) components are increasingly incorporated into software products for end-users, but developers face challenges in transitioning from ML prototypes to products. Academics have limited access to the source of commercial ML products, hindering research progress to address these cha...

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Bibliographic Details

Published in:	Proceedings / International Conference on Software Engineering pp. 1540 - 1552
Main Authors:	Nahar, Nadia, Zhang, Haoran, Lewis, Grace, Zhou, Shurui, Kastner, Christian
Format:	Conference Proceeding
Language:	English
Published:	IEEE 26.04.2025
Subjects:	Data models Education Machine learning machine learning products mining software repositories Open source dataset Prototypes SE4ML Software Software development management Software engineering software engineering for machine learning Systems architecture Telemetry Testing
ISSN:	1558-1225
Online Access:	Get full text
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