Multiple Choice Flashcards on 01 Artificial Intelligence Engineer - AiE / 04...

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Flashcard Practice Artificial Intelligence Engineer - AiE Multiple Choice

A team replaces a dense model with a sparse architecture that has fewer theoretical operations. In production, latency gets worse because the serving stack cannot execute the sparse operators efficiently. What is the lesson?

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Profile runtime because kernels can outweigh FLOP estimates. Sort model versions by parameter count in the registry. Use training accuracy as the primary efficiency metric. Treat sparse models as unusable for every production workload.

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