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- W3099361686 startingPage "600" @default.
- W3099361686 abstract "The potential for machine learning (ML) systems to amplify social inequities and unfairness is receiving increasing popular and academic attention. A surge of recent work has focused on the development of algorithmic tools to assess and mitigate such unfairness. If these tools are to have a positive impact on industry practice, however, it is crucial that their design be informed by an understanding of real-world needs. Through 35 semi-structured interviews and an anonymous survey of 267 ML practitioners, we conduct the first systematic investigation of commercial product teams' challenges and needs for support in developing fairer ML systems. We identify areas of alignment and disconnect between the challenges faced by teams in practice and the solutions proposed in the fair ML research literature. Based on these findings, we highlight directions for future ML and HCI research that will better address practitioners' needs." @default.
- W3099361686 created "2020-11-23" @default.
- W3099361686 creator A5019928111 @default.
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- W3099361686 creator A5043117896 @default.
- W3099361686 creator A5046348432 @default.
- W3099361686 creator A5048637974 @default.
- W3099361686 date "2019-05-02" @default.
- W3099361686 modified "2023-09-27" @default.
- W3099361686 title "Improving Fairness in Machine Learning Systems: What Do Industry Practitioners Need?" @default.
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- W3099361686 hasPublicationYear "2019" @default.
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