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HPE Private Cloud AI Solutions Sample Questions (Q13-Q18):
NEW QUESTION # 13
An architect is working with a customer who has been identified as an 'AI Pro'. They have a mature AI practice and are looking to scale their efforts in creating 'digital twin' simulations for automotive prototypes. This involves complex, graphics-intensive AI workloads. The customer wants a full-stack, turnkey private cloud solution to accelerate this initiative.
What is the most appropriate HPE solution to position for this customer?
- A. An HPE AI Services - Transformation Workshop to redefine their goals.
- B. HPE Private Cloud AI with NVIDIA.
- C. A set of AI-optimized HPE ProLiant DL servers for edge deployment.
- D. A custom solution built on individual HPE ProLiant servers.
Answer: B
NEW QUESTION # 14
An architect is meeting with a prospective customer to determine the right HPE AI solution. The customer provides the following information about their situation.
```
- AI Status: No formal AI strategy. One successful PoC for theft prevention using computer vision is running at a single store.
- Goal: Wants to explore creating a "digital twin" of their supply chain for simulation, but has no clear KPIs.
- Team: Two data scientists, one ML engineer.
- Infrastructure: Ad-hoc use of public cloud for the PoC; no standardized tech stack.
```
Based on this profile, which AI maturity level and corresponding HPE solution should the architect initially position? (Choose 2.)
- A. Lead with HPE Cray systems for the digital twin simulation.
- B. The customer is a 'Deployer of AI at scale'.
- C. The customer is an 'Early AI user'.
- D. The customer is an 'AI Pro'.
- E. Lead with HPE Private Cloud AI with NVIDIA.
Answer: C,E
NEW QUESTION # 15
An AI development team is training a large language model that exceeds the memory capacity of a single GPU. To continue training, they need to distribute the workload across multiple GPUs within the same server.
Which combination of HPE server and NVIDIA technology is specifically designed to provide a high- bandwidth, direct communication path between GPUs, bypassing the PCIe bus for improved performance in multi-GPU training?
- A. HPE Alletra Storage MP with RoCE-capable network adapters
- B. HPE ProLiant DL380a Gen12 server with an NVIDIA NVLink Bridge
- C. HPE ProLiant DL380a Gen11 server with GPUDirect Storage (GDS)
- D. HPE ProLiant DL325 Gen11 server with NVIDIA L4 GPUs
Answer: B
NEW QUESTION # 16
An organization is deploying a multi-tenant AI environment using HPE Private Cloud AI. They need to run several smaller, independent AI inference workloads on a single, powerful NVIDIA H100 GPU to maximize resource utilization. Each workload must be securely isolated with its own dedicated portion of the GPU's compute and memory resources.
What key NVIDIA technology, supported on the Hopper architecture, allows for this secure partitioning of a single physical GPU? (Select all that apply.)
- A. Remote Direct Memory Access (RDMA)
- B. Confidential Computing
- C. NVLink Bridge
- D. Multi-Instance GPU (MIG)
- E. GPUDirect Storage (GDS)
Answer: B,D
NEW QUESTION # 17
Match the stakeholder in an AI project to their most likely primary concern.
Stakeholders:
1. Data Scientist
2. AI Decision Maker (CIO)
3. Data Engineer
Concerns:
a. "How can I easily build, manage, and automate data pipelines to feed our models?" b. "What is the total cost of ownership (TCO) and return on investment (ROI) for this AI initiative?" c. "Which hyperparameter tuning method will give my model the highest accuracy?"
- A. 1-c, 2-b, 3-a
- B. 1-c, 2-a, 3-b
- C. 1-a, 2-c, 3-b
- D. 1-b, 2-a, 3-c
Answer: A
NEW QUESTION # 18
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