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| Section | Objectives |
|---|
| Topic 1: Deployment and Operations | - Monitoring and optimization - Deployment models for AI solutions - Lifecycle management of AI infrastructure
|
| Topic 2: Data Management and Governance | - Data lifecycle management - Data governance and compliance
|
| Topic 3: HPE GreenLake for AI Solutions | - GreenLake architecture and services - Consumption-based IT model for AI
|
| Topic 4: Security in Private Cloud AI | - Workload and data protection - Identity and access management
|
| Topic 5: AI Infrastructure Design | - Networking for AI workloads - Storage and data pipeline design - Compute and GPU considerations
|
| Topic 6: HPE Private Cloud AI Fundamentals | - Core AI workload characteristics - Overview of private cloud AI concepts
|
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HPE Private Cloud AI Solutions Sample Questions (Q50-Q55):
NEW QUESTION # 50
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. AI Model Training / Fine-tuning
- B. Retrieval-Augmented Generation (RAG)
- C. Edge Computing
- D. AI Inferencing
Answer: A
NEW QUESTION # 51
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. A custom-built solution using HPE ProLiant DL325 servers and NVIDIA L4 GPUs.
- B. Medium - Expanded, because it supports a high number of concurrent users for RAG.
- C. Two separate solutions: a Small - Expanded for the RAG workload and a Large - Standard for the fine-tuning workload.
- D. Large - Expanded, because its NVIDIA H100 NVL GPUs and eight worker nodes are required for the intensive fine-tuning workload.
Answer: D
NEW QUESTION # 52
A customer's distributed AI training job is experiencing poor performance. An analysis reveals high network latency. The architect suspects a misconfiguration in the NVIDIA Spectrum switches that form the RoCE-based AI fabric.
They review the following configuration snippet from one of the switch ports connected to a compute node:
```
interface ethernet 1/1
description "Connection to PCAI-Node-1"
speed 200G
mtu 9216
switchport mode trunk
## Priority Flow Control (PFC) is disabled on this port
```
What is the most likely cause of the performance issue?
- A. The MTU size is too small for AI workloads.
- B. The port speed is not sufficient for the connected H100 GPU.
- C. The port is incorrectly configured in trunk mode instead of access mode.
- D. Priority Flow Control (PFC) is disabled, which is mandatory for a lossless RoCE fabric.
Answer: D
NEW QUESTION # 53
A customer's ML Engineer states, "We need to deploy our trained models, and our top priority is simplifying the process. We want to treat our models like cattle, not pets-packaging them into standardized, optimized containers that we can deploy and scale easily via an API." This statement describes the primary benefit of which software component in the HPE Private Cloud AI stack?
- A. NVIDIA NIM (NVIDIA Inference Microservices)
- B. HPE Data Fabric
- C. JupyterLab
- D. Apache Airflow
Answer: A
NEW QUESTION # 54
An architect is using the HPE One Config Advanced (OCA) Smart Template for "HPE Private Cloud AI
- Small - Standard".
What is the worker node configuration they should expect to see in the generated Bill of Materials (BOM)?
- A. 2x HPE ProLiant DL380a Gen11 servers with a total of 8x NVIDIA L40S GPUs
- B. 1x HPE ProLiant DL380a Gen11 server with 4x NVIDIA L40S GPUs
- C. 3x HPE ProLiant DL325 Gen11 servers for management
- D. 4x HPE ProLiant DL380a Gen11 servers with a total of 16x NVIDIA H100 NVL GPUs
Answer: B
NEW QUESTION # 55
......
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