Uncertainty Quantification

Quantify model uncertainty so downstream systems can actually act on it. Learn the aleatoric vs epistemic distinction, calibration metrics (ECE, reliability diagrams), Bayesian deep learning shortcuts, conformal prediction as a practitioner default, and the crucial step of mapping an uncertainty number to a concrete operational policy (defer, review, refuse).