Exam NCA-AIIO Topic 1 Question 2 Discussion

Actual exam question for NVIDIA's NCA-AIIO exam
Question #: 2
Topic #: 1

You are tasked with optimizing the performance of a deep learning model used for image recognition. The model needs to process a large dataset as quickly as possible while maintaining high accuracy. You have access to both GPU and CPU resources. Which two statements best describe why GPUs are more suitable than CPUs for this task? (Select two)

A. CPUs are better suited for handling the large dataset due to their superior memory bandwidth. B. GPUs have a higher number of cores compared to CPUs, allowing for parallel processing of many operations simultaneously. C. GPUs are optimized for matrix operations, which are common in deep learning algorithms. D. GPUs have a lower latency than CPUs, making them faster for individual calculations. E. CPUs consume less power than GPUs, making them more suitable for prolonged computations.

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