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Exam NCA-GENM Topic 1 Question 260 Discussion

Actual exam question for NVIDIA's NCA-GENM exam
Question #: 260
Topic #: 1
When deploying a Generative A1 model to a resource-constrained edge device (e.g., a mobile phone), what are the key considerations for model optimization and which techniques are most effective?

Suggested Answer: E Vote an answer

Edge deployment requires optimizing for both model size and computational efficiency. Quantization reduces model size, pruning removes unnecessary connections, and knowledge distillation creates smaller, faster models. Increasing model complexity is counterproductive in resource-constrained environments. Both parameter count and computational complexity are important factors.

by Mandel at Nov 25, 2025, 02:17 AM

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