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| Section | Objectives |
|---|
| Topic 1: AI Infrastructure Design | - Compute and GPU considerations - Storage and data pipeline design - Networking for AI workloads
|
| Topic 2: Security in Private Cloud AI | - Identity and access management - Workload and data protection
|
| Topic 3: Data Management and Governance | - Data lifecycle management - Data governance and compliance
|
| Topic 4: Deployment and Operations | - Deployment models for AI solutions - Monitoring and optimization - Lifecycle management of AI infrastructure
|
| Topic 5: HPE Private Cloud AI Fundamentals | - Core AI workload characteristics - Overview of private cloud AI concepts
|
| Topic 6: HPE GreenLake for AI Solutions | - Consumption-based IT model for AI - GreenLake architecture and services
|
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HPE Private Cloud AI Solutions Sample Questions (Q64-Q69):
NEW QUESTION # 64
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 downgrade the recommendation to a "Medium - Standard (2-node)" configuration.
- B. It will upgrade the recommendation to a "Large - Standard (4-node)" configuration.
- C. It will require the architect to switch to the "application capacity" sizing method.
- D. It will have no effect, as the number of users is the primary factor.
Answer: A
NEW QUESTION # 65
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. Input Layer
- C. Hidden Layer
- D. Output Layer
Answer: D
NEW QUESTION # 66
A sales professional is preparing a quote for an HPE Private Cloud AI solution in OCA and needs to ensure the correct support services are attached.
What is the default level of support included with all components when using the "Flexible services" option in the Smart Template?
- A. HPE Tech Care, Critical
- B. HPE Tech Care, Basic
- C. HPE Tech Care, Essential
- D. HPE Complete Care Service
Answer: C
NEW QUESTION # 67
When a developer deploys an AI model using an NVIDIA Inference Microservice (NIM) on HPE Private Cloud AI, the NIM automatically detects the underlying NVIDIA GPU hardware.
The developer sees the following status message upon deployment:
```
NIM Status:
- Model: mistral-7b-instruct-v0.2
- Status: Running
- Engine Profile: Selected 'TensorRT-LLM FP8' for optimal latency on detected Hopper-class GPU.
```
What does the selection of the 'TensorRT-LLM FP8' engine profile indicate?
- A. The model is being automatically fine-tuned by the NIM using the TensorRT framework.
- B. The NIM container is running on a CPU-only node and is emulating a GPU.
- C. The underlying GPU supports the Hopper architecture, and NIM has optimized the model using a lower precision format for faster performance.
- D. The NIM container has failed because it requires an FP32 profile to run.
Answer: C
NEW QUESTION # 68
After an architect selects the "HPE Private Cloud AI - Large - Expanded" Smart Template in OCA, they see it includes a significant number of "HPE Factory Express Complex Unit of SVC" services.
What is the purpose of these bundled services?
- A. To provide a credit for future software purchases on the HPE GreenLake cloud.
- B. To allow the customer to exchange the hardware for the next generation at no cost.
- C. To provide on-site training for the customer's data science team.
- D. To cover the pre-integration and configuration of the entire solution at an HPE factory before shipment.
Answer: D
NEW QUESTION # 69
......
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