How is the architecture different in a GPU versus a CPU?

• A.A GPU acts as a PCIe controller to maximize bandwidth.
• B.A GPU is architected to support massively parallel execution of simple instructions.
• C.A GPU is a single large and complex core to support massive compute operations.

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What is the benefit of NGC?

• A.It provides licensing for GPU-optimized software.
• B.It provides air-gapped solution for secure environments.
• C.It provides a curated set of GPU-optimized software.

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How is the architecture different in a GPU versus a CPU?

• A.A GPU acts as a PCIe controller to maximize bandwidth.
• B.A GPU is architected to support massively parallel execution of simple instructions.
• C.A GPU is a single large and complex core to support massive compute operations.

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Which NVIDIA software component is specifically designed to accelerate the end-to-end data science workflow by leveraging GPU acceleration?

• A.NVIDIA CUDA Toolkit
• B.NVIDIA DeepStream SDK
• C.NVIDIA TensorRT
• D.NVIDIA RAPIDS

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During AI model deployment, your team notices significant performance degradation in inference workloads.
The model is deployed on an NVIDIA GPU cluster with Kubernetes. Which of the following could be the most likely cause of the degradation?

• A.Outdated CUDA drivers
• B.CPU bottlenecks
• C.High disk I/O latency
• D.Insufficient GPU memory allocation

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