Humble Model Series

AI models can learn to express uncertainty, moving beyond confidence scores

This essay introduces the concept of an AI model expressing uncertainty, moving beyond simple confidence scores. It proposes three mechanisms for achieving this: Monte Carlo Dropout, Deep Ensembles, and Out-of-Distribut…