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Decision Making.
AI systems are deployed into the real world and their decisions affect the ecosystem in which they operate. While this means they could do harm, model predictions can also be leveraged to improve systemic and individual outcomes.
I am interested in…
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Explaining to end users what key changes they can apply on their feature values to get a different model prediction.
Examining how different interventions (aka treatments) would affect a real world outcome (e.g., advertise budget increase leading to higher revenue)
Getting customized recommendations as how to make a positive change in the real-world outcome (e.g., how to apply discounts to increase revenue)