Datasheets for Datasets.

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 chall...

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Detalles Bibliográficos
Publicado en:Communications of the ACM Vol. 64; no. 12; pp. 86 - 93
Autores principales: GEBRU, TIMNIT, MORGENSTERN, JAMIE, VECCHIONE, BRIANA, VAUGHAN, JENNIFER WORTMAN, WALLACH, HANNA, III, HAL DAUMÉ, CRAWFORD, KATE
Formato: Artículo
Publicado: Association for Computing Machinery Dec2021
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Acceso en línea:Ver este registro en EBSCOhost
Descripción
Sumario: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.