Equalized Odds
Explore the concept of equalized odds as a fairness metric in AI models. Understand how it evaluates fairness by balancing false positive and true positive rates across different subgroups. Learn to calculate and interpret this metric to identify bias in predictions and apply it effectively using tools like Fairlearn.
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Equalized odds
Equalized odds is a stronger version of equal opportunity. It considers both false negatives and positives. It is also known as disparate mistreatment. First, let’s take a look at the definition:
Wow, this looks complicated! In fact, equalized odds is our most sophisticated metric, but let’s break it down as usual. First, note that