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HP HPE2-B08 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Architecting HPE Private Cloud AI Solutions | 20% | - Describe the AI/ML lifecycle and data pipeline requirements - Identify components of the HPE Private Cloud AI architecture - Explain the HPE Private Cloud AI sizing and configuration guidelines - Describe how HPE Private Cloud AI supports AI/ML workloads - Explain common AI use cases and how they map to workloads |
| Topic 2: Supporting HPE Private Cloud AI Solutions | 20% | - Identify how to perform firmware and software updates - Explain how to work with HPE support services - Describe support resources and documentation - Describe capacity planning and optimization best practices |
| Topic 3: Managing and Operating HPE Private Cloud AI Solutions | 30% | - Describe the tools and methods for managing HPE Private Cloud AI - Explain backup and recovery procedures - Identify how to manage storage and data resources - Identify troubleshooting procedures and common issues - Explain how to monitor HPE Private Cloud AI performance and health - Describe how to manage users and access control |
| Topic 4: Installing and Configuring HPE Private Cloud AI Solutions | 30% | - Identify how to access and use HPE Private Cloud AI management interfaces - Describe the prerequisites for installing HPE Private Cloud AI - Describe how to validate the HPE Private Cloud AI installation - Explain how to deploy and configure HPE Private Cloud AI components - Identify the steps to configure the HPE Private Cloud AI environment |
HPE Private Cloud AI Solutions Sample Questions:
An architect uses the HPE Intelligent Configurator for a customer with 120 concurrent users for a text generation task with RAG. The tool recommends a "Medium - Expanded (4-node)" configuration. The customer then reveals they want to use a smaller, more efficient 7B parameter model instead of the 13B model the tool defaulted to.
How will this change in model size likely affect the sizing tool's recommendation?
- A. It will require the architect to switch to the "application capacity" sizing method.
- B. It will have no effect, as the number of users is the primary factor.
- C. It will upgrade the recommendation to a "Large - Standard (4-node)" configuration.
- D. It will downgrade the recommendation to a "Medium - Standard (2-node)" configuration.
Correct Answer: D 🗳️
An architect is designing an AI solution for a financial services company that needs to build a chatbot.
The chatbot must answer customer queries using the company's latest internal policy documents, which are updated daily. The company has a limited budget and no data scientists available for a lengthy model retraining project.
Which approach should the architect recommend?
- A. Use a pre-trained computer vision model to extract text from the policy documents.
- B. Fine-tune a pre-trained model daily by retraining it on the entire set of policy documents.
- C. Use a pre-trained model and implement a Retrieval-Augmented Generation (RAG) framework.
- D. Train a new LLM from scratch using only the company's policy documents to ensure data privacy.
Correct Answer: C 🗳️
A customer wants to enhance their existing Large Language Model (LLM) to provide more accurate and contextually relevant answers based on a proprietary, rapidly changing knowledge base of legal documents. They are considering two approaches: fine-tuning and Retrieval-Augmented Generation (RAG).
Review the data flow diagram for the proposed RAG implementation:
```
User Query -> [Query Encoder] -> Vector DB Search -> [Retrieved Documents] --+
|
+-> [LLM Prompt] -> LLM -> Response
```
Based on the diagram and the scenario, which statement accurately identifies a primary advantage of the RAG approach for this customer?
- A. RAG reduces the need for a vector database by directly integrating documents into the model.
- B. RAG allows the LLM to access the most current legal documents at inference time without daily retraining.
- C. RAG requires retraining the LLM whenever a new legal document is added to the knowledge base.
- D. RAG permanently modifies the LLM's internal weights to specialize in legal terminology.
Correct Answer: B 🗳️
A customer is using the NVIDIA NeMo framework within HPE Private Cloud AI to build a custom generative AI application. They need to fine-tune a foundation model using a proprietary dataset. They also want to ensure the final application does not produce toxic content or veer into off-topic conversations.
Which specific toolkits within the NeMo framework should they use to achieve these two distinct goals?
(Choose 2.)
- A. NeMo Evaluator
- B. NeMo Retriever
- C. NeMo Customizer
- D. NeMo Guardrails
- E. NeMo Curator
Correct Answer: C,D 🗳️
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. The customer is an 'Early AI user'.
- B. Lead with HPE Private Cloud AI with NVIDIA.
- C. Lead with HPE Cray systems for the digital twin simulation.
- D. The customer is an 'AI Pro'.
- E. The customer is a 'Deployer of AI at scale'.
Correct Answer: A,B 🗳️
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