Multiple Choice Flashcards on 01 NVIDIA-Certified Associate- AI Infrastructur...

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Flashcard Practice NVIDIA-Certified Associate: AI Infrastructure and Operations Multiple Choice

A company is training a model that does not fit in a single GPU's memory even after reducing batch size. Which architectural approach is most relevant?

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Disable gradient computation during training so memory use disappears Move the training labels into CPU cache and keep the model unchanged Use a smaller network switch while preserving the same distributed plan Use memory-saving techniques and model or tensor parallelism across multiple GPUs with appropriate communication

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