[1803.09010] Datasheets for Datasets - arXiv.org
Mar 23, 2018 · The machine learning community currently has no standardized process for documenting datasets, which can lead to severe consequences in high-stakes domains. To address this gap, we …
To begin to address this issue, we propose the concept of a datasheet for datasets, a short document to accompany public datasets, commercial APIs, and pretrained models.
Datasheets for Datasets - AI Now Institute
Feb 22, 2023 · The machine learning community currently has no standardized process for documenting datasets, which can lead to severe consequences in high-stakes domains. To address this gap, we …
Paper page - Datasheets for Datasets - Hugging Face
Mar 23, 2018 · To address this gap, we propose datasheets for datasets. In the electronics industry, every component, no matter how simple or complex, is accompanied with a datasheet that describes …
Datasheets for Datasets - Morgan Klaus Scheuerman
In an effort to mitigate the lack of dataset documentation, Gebru et al. propose "datasheets" inspired by more robust documentation standards in the electronics industry. Datasheets are meant to improve …
Copyright 2018 by the author(s). We therefore propose the concept of datasheets for datasets. In the electronics industry, every component is accompanied by a datasheet describing standard operating …
papers/2018/1803.09010.md at master · anebz/papers · GitHub
We propose datasheets for datasets, suggesting that every dataset be accompanied with a datasheet that documents its motivation, composition, collection process, recommended uses, potential harms, …
Datasheets for Datasets – Communications of the ACM
Dec 1, 2021 · To address this gap, we propose datasheets for datasets. In the electronics industry, every component, no matter how simple or complex, is accompanied with a datasheet describing its …
Documenting the creation and use of datasets has received even less attention. Despite the importance of data to machine learning, there is currently no standardized process for documenting machine …
Copyright 2018 by the author(s). We therefore propose the concept of datasheets for datasets. In the electronics industry, every component is accompanied by a datasheet describing standard operating …