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Datasheets for Datasets.

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Bibliographic Details
Title: Datasheets for Datasets.
Authors: GEBRU, TIMNIT1, MORGENSTERN, JAMIE2, VECCHIONE, BRIANA3, VAUGHAN, JENNIFER WORTMAN4, WALLACH, HANNA5, III, HAL DAUMÉ6,7, CRAWFORD, KATE8,9
Source: Communications of the ACM. Dec2021, Vol. 64 Issue 12, p86-92. 7p. 1 Color Photograph.
Subjects: Machine learning, Electronic data processing documentation, Acquisition of data, Motivation (Psychology), Standardization
Abstract: The authors discuss the use of datasheets for the collection and use of datasets in machine learning. They mention the need for datasheets by both data creators and data consumers, the kinds of questions that should be asked about the motivation, collection, and processing of the data, and the challenges in creating more standardized datasheets.
Database: Engineering Source
Description
Abstract:The authors discuss the use of datasheets for the collection and use of datasets in machine learning. They mention the need for datasheets by both data creators and data consumers, the kinds of questions that should be asked about the motivation, collection, and processing of the data, and the challenges in creating more standardized datasheets.
ISSN:00010782
DOI:10.1145/3458723