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| Section | Weight | Objectives |
|---|
| Topic 1: Infrastructure Components of HPE Private Cloud AI with NVIDIA | 20% | - Benefits of HPE and NVIDIA integrated infrastructure - Infrastructure capabilities for AI workload requirements
|
| Topic 2: Customer Assessment and Solution Positioning | 15% | - Position appropriate HPE AI solutions - Assess AI maturity, workload characteristics and use cases
|
| Topic 3: Software Components of HPE Private Cloud AI with NVIDIA | 20% | - Benefits of HPE and NVIDIA software stack - Software functions supporting AI operations
|
| Topic 4: Solution Sizing and Configuration | 17% | - Building configurations via One Config Advanced (OCA) - Differences between configuration sizes and options - Using HPE Intelligent Configurator for sizing
|
| Topic 5: Fundamental AI Concepts | 28% | - Impact of AI on industries and infrastructure requirements - General AI concepts, applications and workloads
|
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HPE Private Cloud AI Solutions Sample Questions (Q17-Q22):
NEW QUESTION # 17
What is the primary purpose of using RDMA over Converged Ethernet (RoCE) in the AI interconnect fabric of an HPE Private Cloud AI solution?
- A. To guarantee packet delivery over lossy internet connections using the TCP protocol.
- B. To partition a single physical network adapter into multiple virtual adapters for different tenants.
- C. To allow direct memory-to-memory data transfers between nodes, bypassing the CPU kernel and reducing latency.
- D. To encrypt data in transit between compute nodes and storage.
Answer: C
NEW QUESTION # 18
An architect is designing an AI solution to create a medical chatbot that assists doctors by answering questions based on the latest published medical research. The system must be highly reliable, and its answers must be traceable to the source publications. The customer has highlighted that their internal data science team lacks the expertise for complex model retraining but can manage data ingestion pipelines.
Given the customer requirements, which architectural components should the architect include in the solution design? (Select all that apply.)
```
Customer Requirements:
- AI Use Case: Medical Research Q&A Chatbot
- Key Constraint: Information must be current and verifiable.
- Team Skills: Limited AI model training expertise.
- Data Source: Continuously updated database of medical journals.
```
- A. A data ingestion and embedding pipeline to process and add new research to the vector database.
- B. A Retrieval-Augmented Generation (RAG) framework to query the vector database.
- C. A pre-trained, general-purpose Large Language Model (LLM).
- D. A process for daily fine-tuning of the base LLM on all new research papers.
- E. A vector database to store embeddings of the medical research papers.
- F. An edge-optimized server for model deployment in individual hospital rooms.
Answer: A,B,C,E
NEW QUESTION # 19
A customer who is an "AI Beginner" wants to start an AI inferencing project at their edge locations.
Their goal is to analyze security camera feeds to help prevent theft. They have a limited budget and IT staff at the edge sites.
Which HPE AI solution is the most appropriate to position for this specific scenario?
- A. An HPE AI Services - Transformation Workshop
- B. HPE Private Cloud AI with NVIDIA
- C. AI-optimized HPE ProLiant DL servers
- D. HPE Cray systems
- E. NVIDIA DGX Systems
Answer: C
NEW QUESTION # 20
A customer needs a solution for two primary workloads: large-scale model training and real-time inference. They have a team of data scientists who are constantly developing new models and a separate operations team that deploys and manages these models in production.
Which statement best describes how the different stakeholders would interact with the HPE Private Cloud AI solution?
- A. The entire process for all stakeholders is managed through the server's iLO interface.
- B. The data scientists would primarily use tools within HPE AI Essentials (like JupyterLab and MLFlow) for model development, while the operations team would use NVIDIA NIMs to deploy the finished models.
- C. Both the data scientists and the operations team would use the HPE Intelligent Configurator to manage the models.
- D. The data scientists would use NVIDIA NIMs to train the models, and the operations team would use HPE Data Fabric to serve them.
Answer: B
NEW QUESTION # 21
A customer wants to build a configuration in One Config Advanced (OCA) for the HPE Private Cloud AI "Large - Standard" solution.
Which key components should the architect expect the Smart Template to include in the Bill of Materials (BOM)? (Choose 2.)
- A. 4 worker nodes.
- B. 8 worker nodes.
- C. HPE Cray compute nodes.
- D. HPE ProLiant DL380a Gen11 servers with NVIDIA L40S GPUs.
- E. HPE ProLiant DL380a Gen11 servers with NVIDIA H100 NVL GPUs.
Answer: A,E
NEW QUESTION # 22
......
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