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| Section | Objectives |
|---|
| Topic 1: HPE Private Cloud AI Fundamentals | - Core AI workload characteristics - Overview of private cloud AI concepts
|
| Topic 2: Deployment and Operations | - Monitoring and optimization - Lifecycle management of AI infrastructure - Deployment models for AI solutions
|
| Topic 3: AI Infrastructure Design | - Networking for AI workloads - Storage and data pipeline design - Compute and GPU considerations
|
| Topic 4: HPE GreenLake for AI Solutions | - Consumption-based IT model for AI - GreenLake architecture and services
|
| Topic 5: Security in Private Cloud AI | - Identity and access management - Workload and data protection
|
| Topic 6: Data Management and Governance | - Data lifecycle management - Data governance and compliance
|
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HPE Private Cloud AI Solutions Sample Questions (Q67-Q72):
NEW QUESTION # 67
A customer needs a solution for their deployed customer service chatbot. They state: "We don't need to change the model itself, but we need the chatbot to answer questions using our product documentation, which is updated every night. The answers must be fast and based on the latest documents." How would you categorize this workload?
- A. A RAG (Retrieval-Augmented Generation) inferencing workload.
- B. A large-scale model training workload.
- C. A classic AI inferencing workload.
- D. A model development and experimentation workload.
Answer: A
NEW QUESTION # 68
A customer needs to run a generative AI workload at multiple, dispersed edge locations. Each location has significant space and power constraints. The workload is inference-only and does not require the absolute highest performance, but rather a balance of good performance and energy efficiency.
Which HPE ProLiant server and NVIDIA GPU combination is specifically positioned for this type of edge AI use case?
- A. HPE ProLiant DL380a server with NVIDIA H100 NVL GPUs
- B. HPE ProLiant DL384 Gen12 server with NVIDIA H200 NVL GPUs
- C. HPE Cray system with NVIDIA Grace Hopper Superchips
- D. HPE ProLiant DL320 Gen11 server with NVIDIA L4 GPUs
Answer: D
NEW QUESTION # 69
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. HPE Private Cloud AI with NVIDIA.
- B. A custom solution built on individual HPE ProLiant servers.
- C. A set of AI-optimized HPE ProLiant DL servers for edge deployment.
- D. An HPE AI Services - Transformation Workshop to redefine their goals.
Answer: A
NEW QUESTION # 70
An architect is designing a distributed training solution using HPE Private Cloud AI. The solution involves multiple HPE ProLiant DL380a servers, each with four NVIDIA H100 GPUs.
Review the logical network topology:
```
[HPE ProLiant Server 1] \
- GPU 0 <--> GPU 1 (Internal)
- GPU 2 <--> GPU 3 (Internal)
\
[NVIDIA Spectrum Switch (RoCE)] <--> [HPE GreenLake for File Storage]
/
[HPE ProLiant Server 2] /
- GPU 0 <--> GPU 1 (Internal)
- GPU 2 <--> GPU 3 (Internal)
```
Which interconnect technology facilitates the highest-bandwidth communication path labeled "(Internal)" for scaling the training job across the GPUs within a single server?
- A. PCI Express (PCIe) Gen5
- B. RDMA over Converged Ethernet (RoCE)
- C. NVIDIA NVLink Bridge
- D. GPUDirect Storage (GDS)
Answer: C
NEW QUESTION # 71
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 process for daily fine-tuning of the base LLM on all new research papers.
- B. An edge-optimized server for model deployment in individual hospital rooms.
- C. A pre-trained, general-purpose Large Language Model (LLM).
- D. A Retrieval-Augmented Generation (RAG) framework to query the vector database.
- E. A data ingestion and embedding pipeline to process and add new research to the vector database.
- F. A vector database to store embeddings of the medical research papers.
Answer: C,D,E,F
NEW QUESTION # 72
......
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