A curve that consitutes a set of choices from two metrics that have a trade-off. Described from Pareto Distribution.
- Can be used to find ‘good’ solution to optimization problem with multiple competing criteria
Fair AI Model Procedure
- Train a bunch of models and plot their accuracy and fairness scores
- We only pick the models that are on the pareto frontier, these are the most optimized