NCA-AIIO exam dumps

NCA-AIIO practice question 42 of 119

NVIDIA-Certified Associate - AI Infrastructure and Operations. Free level, NVIDIA. Free question with the correct answer and a full explanation.

NCA-AIIO Question 42

Single answer

A financial services company plans to deploy a high-performance AI model for fraud detection and needs a scalable infrastructure solution that can handle both training and inference workloads efficiently. Which NVIDIA solution is best suited for this use case?

  1. A

    NVIDIA DGX Systems

  2. B

    NVIDIA BlueField DPUs

  3. C

    NVIDIA RTX GPUs

  4. D

    NVIDIA Omniverse

Show answer and explanation

Correct answer: A

Explanation

The NVIDIA DGX Systems are specifically engineered to tackle the demanding computational requirements of AI model training and inference. They provide a robust and scalable infrastructure that meets the needs of enterprises, such as financial institutions, deploying high-performance AI solutions. Other options, while valuable in their respective domains, do not offer the same level of optimization for large-scale AI workloads.

  • A. Correct.

    NVIDIA DGX Systems are purpose-built for AI workloads, offering the scalability, performance, and software stack required for training and inference tasks in demanding use cases like fraud detection.

  • B. Incorrect.

    NVIDIA BlueField DPUs are designed for data center acceleration and offloading tasks such as networking, storage, and security, but they are not primarily designed for AI model training or inference.

  • C. Incorrect.

    NVIDIA RTX GPUs are typically used for visualization, rendering, and desktop-level AI tasks but lack the enterprise-grade scalability and performance needed for large-scale AI workloads in a financial services context.

  • D. Incorrect.

    NVIDIA Omniverse is a platform for 3D design collaboration and simulation, which is unrelated to AI model training or fraud detection use cases.

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