99.66% Accuracy, $68.6 Million in Damage

This is the most dramatic demonstration of the accuracy trap in this textbook. The model is "right" 99.66% of the time, but it is wrong about the only thing that matters. In a domain where the minority class represents catastrophic outcomes, a high-accuracy model can be the most expensive model poss