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HPE Private Cloud AI Solutions Sample Questions:
1. 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) Hidden Layer
B) Output Layer
C) Input Layer
D) The connections between the Input and Hidden layers
2. An architect is sizing an HPE Private Cloud AI solution. The customer plans to deploy a generative AI application for 150 concurrent users that requires Retrieval-Augmented Generation (RAG).
The architect enters the following into the HPE Intelligent Configurator:
```
- Use case: Text Generation
- Number of users: 100-250
- RAG: Yes
- Model: Llama 2 13B (tool default for this use case)
```
Based on the provided inputs, which HPE Private Cloud AI configuration will the HPE Intelligent Configurator most likely recommend?
A) Large - Standard (4-node)
B) Small - Standard (1-node)
C) Medium - Expanded (4-node)
D) Small - Expanded (2-node)
3. A financial services firm is building a fraud detection application on HPE Private Cloud AI. The application needs to process a continuous stream of transaction data from multiple sources in real time.
The data science team requires a robust platform to build, manage, and execute the complex data pipelines needed to feed the AI model.
Which pre-integrated open-source tool within HPE AI Essentials is the industry standard for orchestrating and managing these complex data workflows and pipelines?
A) JupyterLab
B) Prometheus
C) Apache Airflow
D) Kyverno
4. Match the stakeholder in an AI project to their most likely primary concern.
Stakeholders:
1. Data Scientist
2. AI Decision Maker (CIO)
3. Data Engineer
Concerns:
a. "How can I easily build, manage, and automate data pipelines to feed our models?" b. "What is the total cost of ownership (TCO) and return on investment (ROI) for this AI initiative?" c. "Which hyperparameter tuning method will give my model the highest accuracy?"
A) 1-b, 2-a, 3-c
B) 1-c, 2-a, 3-b
C) 1-c, 2-b, 3-a
D) 1-a, 2-c, 3-b
5. A customer has selected the "HPE Private Cloud AI - Medium - Expanded" configuration.
Which of the following resource counts correctly describes this specific configuration?
A) 4 worker nodes, 16 total L40S GPUs, single rack
B) 2 worker nodes, 8 total L40S GPUs, single rack
C) 4 worker nodes, 16 total H100 NVL GPUs, dual rack
D) 8 worker nodes, 32 total H100 NVL GPUs, dual rack
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: A |
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