HP HPE2-B08 - HPE Private Cloud AI Solutions
- Exam Code: HPE2-B08
- Exam Name: HPE Private Cloud AI Solutions
- Updated: Aug 05, 2026
- Q & A: 87 Questions and Answers
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| Section | Objectives |
|---|---|
| Topic 1: HPE Private Cloud AI Fundamentals | - Overview of private cloud AI concepts - Core AI workload characteristics |
| Topic 2: Data Management and Governance | - Data lifecycle management - Data governance and compliance |
| Topic 3: Deployment and Operations | - Deployment models for AI solutions - Monitoring and optimization - Lifecycle management of AI infrastructure |
| Topic 4: AI Infrastructure Design | - Compute and GPU considerations - Networking for AI workloads - Storage and data pipeline design |
| Topic 5: HPE GreenLake for AI Solutions | - Consumption-based IT model for AI - GreenLake architecture and services |
| Topic 6: Security in Private Cloud AI | - Identity and access management - Workload and data protection |
1. What is the primary purpose of using the "Private Cloud Smart Template" within HPE One Config Advanced (OCA) when quoting an HPE Private Cloud AI solution?
A) To automatically generate a network diagram and rack elevation for the customer.
B) To ensure a fast, easy, and validated process for generating a complete and accurate Bill of Materials (BOM) for a pre-integrated solution.
C) To allow for complete customization of every component, including unsupported hardware.
D) To provide a free trial license for the VMware and NVIDIA software.
2. An AI application is being developed to analyze financial time-series data to predict stock market trends. The model needs to understand long-term dependencies and the sequence in which data points occur.
Which neural network architecture is specifically designed to handle sequential data like text or time- series?
A) Convolutional Neural Network (CNN)
B) K-Means Clustering Algorithm
C) A fully connected, feedforward neural network
D) Transformer model
3. A financial services company, currently at the 'AI Pro' maturity level, wants to build a private cloud solution to support two primary initiatives:
1. Initiative 1: Fine-tune a proprietary 70B parameter LLM for fraud detection, requiring maximum training performance.
2. Initiative 2: Deploy a customer-facing RAG-based chatbot for 500 concurrent users.
The customer wants a single, integrated solution that can handle both workloads efficiently. They have a new data center with ample power and cooling.
Which HPE Private Cloud AI configuration should the architect recommend?
A) Large - Expanded, because its NVIDIA H100 NVL GPUs and eight worker nodes are required for the intensive fine-tuning workload.
B) Two separate solutions: a Small - Expanded for the RAG workload and a Large - Standard for the fine-tuning workload.
C) Medium - Expanded, because it supports a high number of concurrent users for RAG.
D) A custom-built solution using HPE ProLiant DL325 servers and NVIDIA L4 GPUs.
4. 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 Retrieval-Augmented Generation (RAG) for Use Case A to provide up-to-date, verifiable information at inference time.
B) Use both RAG and fine-tuning for both use cases as they are always used together.
C) Use fine-tuning for Use Case B to embed the company-specific coding patterns and styles into the model's behavior.
D) Use RAG for Use Case B to allow the model to retrieve code snippets from the static codebase.
E) Use fine-tuning for Use Case A to ensure the model deeply learns the product manual content.
5. An architect is explaining the structure of a simple Artificial Neural Network (ANN) to a client.
Review the following diagram of the network:
```
Input Layer Hidden Layer Output Layer
(Node) -- (Node) -- (Node)
(Node) / (Node) -\- (Node)
(Node) --/ (Node) / (Node)
```
Which component of the network is responsible for producing the final prediction, such as classifying an image as either a "cat" or a "dog"?
A) The connections between the Input and Hidden layers
B) Hidden Layer
C) Input Layer
D) Output Layer
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: A,C | Question # 5 Answer: D |
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