The Art and Practice of Data Science Pipelines: A Comprehensive Study of Data Science Pipelines In Theory, In-The-Small, and In-The-Large

Increasingly larger number of software systems today are including data science components for descriptive, predictive, and prescriptive analytics. The collection of data science stages from acquisition, to cleaning/curation, to modeling, and so on are referred to as data science pipelines. To facil...

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Bibliographic Details

Published in:	2022 IEEE/ACM 44th International Conference on Software Engineering (ICSE) pp. 2091 - 2103
Main Authors:	Biswas, Sumon, Wardat, Mohammad, Rajan, Hridesh
Format:	Conference Proceeding
Language:	English
Published:	ACM 01.05.2022
Subjects:	Data models Data science data science pipelines data science processes descriptive Feedback loop Pipelines predictive Proposals Software systems
ISSN:	1558-1225
Online Access:	Get full text
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