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cs.LG2019★ 237 cited
Lessons from Archives: Strategies for Collecting Sociocultural Data in Machine Learning
Eun Seo Jo, Timnit Gebru
A growing body of work shows that many problems in fairness, accountability, transparency, and ethics in machine learning systems are rooted in decisions surrounding the data colle…
cs.LG2018
Model Cards for Model Reporting
Margaret Mitchell, Simone Wu, Andrew Zaldivar +6
Trained machine learning models are increasingly used to perform high-impact tasks in areas such as law enforcement, medicine, education, and employment. In order to clarify the in…