Liz B. Marquis

schoolUniversity of Michiganbar_chart#9472 Global Rank

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HCI Rank

#9472

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Years Active

Recent Publications

Understanding Machine Learning Practitioners' Data Documentation Perceptions, Needs, Challenges, and Desiderata

Data is central to the development and evaluation of machine learning (ML) models. However, the use of problematic or inappropriate datasets can result in harms when the resulting models are deployed. To encourage responsible AI practice through more deliberate reflection on datasets and transparency around the proces…

CSCW '222nd AuthorData, Bias and Fairness

Understanding Machine Learning Practitioners' Data Documentation Perceptions, Needs, Challenges, and Desiderata

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