Probing ML models for fairness with the what-if tool and SHAP: hands-on tutorial

James Wexler, Mahima Pushkarna, Sara Robinson, Tolga Bolukbasi, Andrew Zaldivar. Probing ML models for fairness with the what-if tool and SHAP: hands-on tutorial. In Mireille Hildebrandt, Carlos Castillo 0001, Elisa Celis, Salvatore Ruggieri, Linnet Taylor, Gabriela Zanfir-Fortuna, editors, FAT* '20: Conference on Fairness, Accountability, and Transparency, Barcelona, Spain, January 27-30, 2020. pages 705, ACM, 2020. [doi]

Authors

James Wexler

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Mahima Pushkarna

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Sara Robinson

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Tolga Bolukbasi

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Andrew Zaldivar

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