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The Data Cards Playbook: A Toolkit for Transparency in Dataset Documentation
Nov. 17, 2022, 6:14 p.m. | Google AI (noreply@blogger.com)
Google AI Blog ai.googleblog.com
As machine learning (ML) research moves toward large-scale models capable of numerous downstream tasks, a shared understanding of a dataset’s origin, development, intent, and evolution becomes increasingly important for the responsible and informed development of ML models. However, knowledge about datasets, including use and implementations, is often distributed across teams, individuals, and even time. Earlier this year at the ACM Conference on Fairness, Accountability, …
cards data dataset datasets documentation hci responsible ai toolkit transparency
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