Improving the Fairness of Machine Learning Models
We talk about Fairness metrics and how to use them to make your AI models more fair and ethical.
TIMESTAMPS:
0:00 Why we need Fair AI Models
0:50 General Equity Metrics
1:49 Complexity
2:24 Efficiency
3:10 Equity
5:06 Fairness Over Time
5:55 Recourse
References:
https://www.perpetuallineup.org
https://arxiv.org/pdf/1809.04578.pdf
http://proceedings.mlr.press/v80/liu1...
https://arxiv.org/abs/2210.06732
https://arxiv.org/pdf/2102.13620.pdf