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Why is monitoring input and prediction distributions important in production?

A Ground truth labels often arrive late or never, so these serve as leading indicators
B It reduces inference cost
C It is required for deployment
D It replaces the need for testing

Answer

Ground truth labels often arrive late or never, so these serve as leading indicators

Waiting for accuracy to degrade means the damage has already occurred. Distribution shifts are visible immediately.

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