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Datasheets for Datasets - microsoft.com

Datasheets for Datasets Timnit Gebru 1 Jamie Morgenstern 2 Briana Vecchione 3 Jennifer Wortman Vaughan 1 Hanna Wallach 1. Hal Daum III 1 4 Kate Crawford 1 5. Abstract We therefore propose the concept of Datasheets for Datasets . The machine learning community has no stan- In the electronics industry, every component is accompanied dardized way to document how and why a dataset by a datasheet describing standard operating characteristics, was created, what information it contains, what test results, and recommended usage. By analogy, we rec- [ ] 9 Jul 2018.

et al.,2007) and Pang and Lee’s polarity dataset (2004). 2. Context A foundational challenge in the use of machine learning is the risk of deploying systems in unsuitable environments. A model’s behavior on some benchmark may say very little about its performance in the wild. Of particular concern are

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  Microsoft, 2007

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