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Andrew Zaldivar, Ben Hutchinson, Elena Spitzer, Inioluwa Deborah Raji, Lucy Vasserman, M Mitchell, Parker Barnes, Simone Sanoian McCloskey Wu, Timnit Gebru

2019

Model Cards for Model Reporting Page 1 Model Cards for Model Reporting Andrew Zaldivar, Ph.D. In Collaboration with Margaret Mitchell, Simone Wu, Parker Barnes, Lucy Vasserman, Ben Hutchinson, Elena Spitzer, Inioluwa Deborah Raji & Timnit Gebru Page 2 Background ai.google/education/responsible-ai-practices Timnit Gebru, et al. "Datasheets for Datasets." arXiv preprint arXiv:1803.09010 (2018) Buolamwini, Joy, and Timnit Gebru. "Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification." Conference on Fairness, Accountability and Transparency. 2018. Page 3 Motivation Disaggregated Evaluation Transparency Unitary / Intersectional Analyses Context Around Model Page 4 Model Cards: A Proposal Model Cards is a framework that serve to disclose information about a trained machine learning model. Page 5 Model Details, Intended Use & Factors Example Model Card - …