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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Veröffentlicht in:	Proceedings / International Conference on Software Engineering S. 1540 - 1552
Hauptverfasser:	Nahar, Nadia, Zhang, Haoran, Lewis, Grace, Zhou, Shurui, Kastner, Christian
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 26.04.2025
Schlagworte:	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-Zugang:	Volltext
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