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| Section | Objectives |
|---|
| Topic 1: Security in Private Cloud AI | - Workload and data protection - Identity and access management
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| Topic 2: HPE GreenLake for AI Solutions | - Consumption-based IT model for AI - GreenLake architecture and services
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| Topic 3: AI Infrastructure Design | - Networking for AI workloads - Storage and data pipeline design - Compute and GPU considerations
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| Topic 4: Deployment and Operations | - Deployment models for AI solutions - Monitoring and optimization - Lifecycle management of AI infrastructure
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| Topic 5: HPE Private Cloud AI Fundamentals | - Core AI workload characteristics - Overview of private cloud AI concepts
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| Topic 6: Data Management and Governance | - Data lifecycle management - Data governance and compliance
|
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HPE Private Cloud AI Solutions Sample Questions (Q17-Q22):
NEW QUESTION # 17
An enterprise architecture team is debating the best method to adapt a general-purpose Large Language Model (LLM) for two different, highly-specialized internal use cases:
1. Use Case A: A customer support chatbot that must provide answers strictly based on a rapidly changing knowledge base of product manuals and technical notes. Verifiability and traceability of the information source are critical.
2. Use Case B: An internal code generation assistant that needs to learn the company's specific coding style, proprietary frameworks, and API usage patterns from a large, static codebase.
Which are the most appropriate strategies for these use cases? (Choose 2.)
- A. Use fine-tuning for Use Case A to ensure the model deeply learns the product manual content.
- B. Use fine-tuning for Use Case B to embed the company-specific coding patterns and styles into the model's behavior.
- C. Use RAG for Use Case B to allow the model to retrieve code snippets from the static codebase.
- D. Use Retrieval-Augmented Generation (RAG) for Use Case A to provide up-to-date, verifiable information at inference time.
- E. Use both RAG and fine-tuning for both use cases as they are always used together.
Answer: B,D
NEW QUESTION # 18
A customer in the media and entertainment industry wants a solution to accelerate the creation of 3D animations and renderings. Their artists need to be able to generate complex visual AI content quickly.
The company has a mature AI practice and requires a powerful, data center-based solution.
Which HPE ProLiant server and NVIDIA GPU combination is purpose-built for these generative visual AI workloads?
- A. HPE ProLiant DL380a Gen11 server with NVIDIA L40S GPUs
- B. HPE ProLiant DL380a Gen12 server with an NVIDIA NVLink Bridge but no GPUs
- C. HPE ProLiant DL320 Gen11 server with NVIDIA L4 GPUs
- D. HPE ProLiant DL380a Gen11 server with CPU-only configuration
Answer: A
NEW QUESTION # 19
A customer has selected the "HPE Private Cloud AI - Medium - Expanded" configuration.
Which of the following resource counts correctly describes this specific configuration?
- A. 2 worker nodes, 8 total L40S GPUs, single rack
- B. 4 worker nodes, 16 total H100 NVL GPUs, dual rack
- C. 8 worker nodes, 32 total H100 NVL GPUs, dual rack
- D. 4 worker nodes, 16 total L40S GPUs, single rack
Answer: D
NEW QUESTION # 20
An architect is in a discovery call with a customer who describes their project: "Our primary goal is to take our massive, proprietary dataset of chemical compound interactions and continuously update our foundational AI model's internal parameters to create a new, specialized model for drug discovery. This process runs 24/7 on a large GPU cluster." How should the architect classify this primary AI workload?
- A. Retrieval-Augmented Generation (RAG)
- B. AI Model Training / Fine-tuning
- C. AI Inferencing
- D. Edge Computing
Answer: B
NEW QUESTION # 21
A large enterprise is adopting HPE Private Cloud AI and needs to accelerate the development of several generative AI applications. Their data science team wants to leverage pre-trained foundation models from NVIDIA but needs to customize them for specific business tasks like contract summarization and internal policy Q&A.
Which NVIDIA AI Enterprise software framework provides a comprehensive, end-to-end toolkit for curating data, customizing models using techniques like PEFT, and implementing guardrails for safe deployment?
```
Customer Goal:
- Accelerate development of custom generative AI apps
- Utilize pre-trained foundation models
- Require tools for data prep, model customization, and safety
```
- A. NVIDIA NIM (NVIDIA Inference Microservices)
- B. NVIDIA Triton Inference Server
- C. NVIDIA RAPIDS
- D. NVIDIA NeMo
Answer: D
NEW QUESTION # 22
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