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Jedwali La Mapendekezo Ya Hifadhidata.pdf

1803.09010.pdf

Preview of Jedwali la Mapendekezo ya Hifadhidata

🔗 Source: arxiv.org

📊 Size: 541 KB

👤 Author: Timnit Gebru, Jamie Morgenstern, Briana Vecchione, Jennifer Wortman Vaughan, Hanna Wallach, Hal Daum

⬇️ Downloads: 115

Summary

Data plays a critical role in machine learning, and the characteristics of datasets influence a model's behavior, potentially leading to mismatches and severe consequences, especially in high-stakes domains. To address this, the authors propose "datasheets for datasets," similar to those used in the electronics industry, to document a dataset's motivation, composition, collection process, and recommended uses. The goal is to increase transparency, accountability, and reproducibility, and mitigate unwanted societal biases. The authors developed a set of questions to elicit this information and a workflow for dataset creators, refining them over two years through feedback from researchers, practitioners, and policy makers.

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Description

Data plays a critical role in machine learning, and the characteristics of datasets influence a model's behavior, potentially leading to mismatches and severe...

Technical Information

File Format: PDF
File Size: 541 KB
Pages: 18
Language: EN
Author: Timnit Gebru, Jamie Morgenstern, Briana Vecchione, Jennifer Wortman Vaughan, Hanna Wallach, Hal Daum
Total Downloads: 115
Last Updated: 6 days ago

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