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1. An architect is designing an infrastructure solution for an AI workload that involves processing massive datasets for training. The goal is to minimize data transfer latency between the storage system and the GPUs in the compute nodes. The architect wants to enable the NVIDIA GPUs to fetch data directly from the NVMe storage array, bypassing the server's CPU and main memory.
Review the proposed architectural components:
```
- Compute Nodes: HPE ProLiant DL380a Gen11 with NVIDIA H100 GPUs
- Storage: HPE GreenLake for File Storage
- Interconnect: Ethernet with RoCE support
```
Which technology must be enabled and properly configured across these components to achieve this direct GPU-to-storage data path? (Choose 2.)
A) GPUDirect Storage (GDS)
B) RDMA over Converged Ethernet (RoCE)
C) Multi-Instance GPU (MIG)
D) Confidential Computing
E) NVLink
2. A retail customer wants to implement an AI-powered recommender system to personalize product suggestions on their e-commerce website. They are an 'Early AI user' and need a full-stack solution that simplifies deployment and management.
Which HPE AI solution is most appropriate for this use case?
A) AI-optimized HPE ProLiant DL servers deployed individually
B) HPE Private Cloud AI with NVIDIA
C) HPE AI Services - Transformation Workshop
D) HPE Cray systems
3. A customer wants to deploy a turnkey private cloud for a variety of generative AI workloads, including RAG-based chatbots and some model fine-tuning. One of their key IT stakeholders is the data engineer.
Which specific challenge for a data engineer is directly addressed by the HPE Data Fabric component within HPE Private Cloud AI?
A) The difficulty of managing GPU cluster utilization for training jobs.
B) The effort required to create and manage data pipelines and unify diverse, siloed data sources (files, objects, tables) into a single accessible platform.
C) The complexity of writing Python code in a Jupyter Notebook.
D) The high cost of NVIDIA AI Enterprise software licenses.
4. What is the primary advantage of using a Smart Template in OCA for HPE Private Cloud AI versus manually configuring a similar set of hardware?
A) The Smart Template allows the use of components from other vendors.
B) The Smart Template ensures all necessary and validated components, including specific cables, power cords, and software SKUs, are included correctly.
C) The Smart Template provides a 90-day free trial of the entire solution.
D) The Smart Template guarantees the lowest possible price for the hardware.
5. A customer in the public sector wants to use AI to analyze live video feeds from city-wide cameras to automate public safety tasks like detecting traffic accidents or identifying security threats in real-time.
This is their first major AI initiative.
Which AI use case does this scenario represent?
A) Drug Discovery
B) Natural Language Processing (NLP)
C) Recommender Systems
D) Computer Vision / Intelligent Video Analytics
Solutions:
| Question # 1 Answer: A,B | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: D |
Augus
Bertram
Claude
Elijah
Harley
Julian
Maurice
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