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Datasheets for Datasets

1 January 2018
Academic / Journal Article
Publisher : Microsoft Research

14024

The paper advocates for comprehensive documentation of datasets to enhance transparency and accountability in machine learning. Inspired by the electronics industry’s component datasheets, it proposes that datasets include details on composition, collection processes, and recommended uses to improve communication between creators and consumers.

Author(s) :

Timnit Gebru et al

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Key topics

Social Justice, Philanthropy and Human Rights

Also found in

Technology for Social Change and Organisational Efficiency

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