---
author:
- |
    \
    **Alex Beutel, Jilin Chen, Tulsee Doshi, Hai Qian, Allison Woodruff, Christine Luu**,\
    **Pierre Kreitmann, Jonathan Bischof, Ed H. Chi**\
    {alexbeutel, jilinc, tulsee, hqian, woodruff, cmluu, kreitmann, bischof, edchi}@google.com\
    Google
title: 'Putting Fairness Principles into Practice: Challenges, Metrics, and Improvements'
---


