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VisualizationsNeural Networks & How They Learn

Cross-Entropy Loss

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.

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