Slide how sure the model is that the answer is cat, and it really is a cat. Sure and right costs almost nothing; the less sure it is, the higher the loss.
Model says “cat” with confidence
60%
and it really is a cat
Loss0.51
Confident and right costs almost nothing. Unsure costs more.