Putting Fairness Principles into Practice: Challenges, Metrics, and Improvements

no code implementations • 14 Jan 2019 • Alex Beutel, Jilin Chen, Tulsee Doshi, Hai Qian, Allison Woodruff, Christine Luu, Pierre Kreitmann, Jonathan Bischof, Ed H. Chi

In this paper we provide a case-study on the application of fairness in machine learning research to a production classification system, and offer new insights in how to measure and address algorithmic fairness issues.

BIG-bench Machine Learning Fairness