CS 294: Fairness in Machine Learning
Day 2: Barocas and Selbst
Instructor: Moritz Hardt
August 28, 2017
Reminder
Ping me for Slack access link
- Not relevant for grade.
- But hoping for lively discussions.
Today
Work through Barocas and Selbst, Big Data's Disparate Impact (2014)
Lead discussion by Renata Barreto, Nitin Kohli, Maura Liévano.
Thanks!
Next class (Friday 9/1/17)
Semantics derived automatically from language corpora contain human-like
biases
Aylin Caliskan, Joanna J. Bryson, Arvind Narayanan
Sex Bias in Graduate Admissions: Data from Berkeley
P. J. Bickel, E. A. Hammel, J. W. O’Connell. 1975.
Bias in computer systems
Batya Friedman, Helen Nissenbaum. 1996
Next class (Friday 9/1/17)
Optional:
O'Neill, Weapons of Math Destruction.
Pasquale, The Black Box Society
Gitelman and Jackson, Raw Data is an Oxymoron [Introduction]