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| Section | Objectives |
|---|
| Deployment and Operations | - Lifecycle management of AI infrastructure - Deployment models for AI solutions - Monitoring and optimization
|
| Data Management and Governance | - Data lifecycle management - Data governance and compliance
|
| Security in Private Cloud AI | - Identity and access management - Workload and data protection
|
| AI Infrastructure Design | - Networking for AI workloads - Storage and data pipeline design - Compute and GPU considerations
|
| HPE Private Cloud AI Fundamentals | - Core AI workload characteristics - Overview of private cloud AI concepts
|
| HPE GreenLake for AI Solutions | - GreenLake architecture and services - Consumption-based IT model for AI
|
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HPE Private Cloud AI Solutions Sample Questions (Q84-Q89):
NEW QUESTION # 84
An architect is presenting to a customer who is an 'Early AI User'. The customer is unsure about the differences between their two main project ideas.
Project 1: Create an internal chatbot that can answer HR policy questions by accessing the live employee handbook stored on a shared drive.
Project 2: Teach a general-purpose chatbot to adopt the company's formal communication style and tone for drafting official press releases.
How should the architect categorize the primary AI task for each project? (Choose 2.)
- A. Project 1 is a RAG (Retrieval-Augmented Generation) workload.
- B. Project 1 is a model training workload.
- C. Project 2 is a classic inferencing workload with no model customization.
- D. Project 2 is a fine-tuning workload.
Answer: A,D
NEW QUESTION # 85
An architect is building a final configuration for an HPE Private Cloud AI solution using One Config Advanced (OCA). After selecting the "HPE Private Cloud AI - Medium Expanded" Smart Template, they review the generated Bill of Materials (BOM).
Which components are characteristic of the Medium Expanded configuration that the architect should expect to see in the OCA-generated BOM? (Select all that apply.)
- A. 4x HPE ProLiant DL380a Gen11 Servers
- B. 16x NVIDIA L40S GPUs
- C. 16x NVIDIA H100 NVL GPUs
- D. 2x NVIDIA SN4700M Switches
- E. 1x HPE ProLiant DL380a Gen11 Server
- F. 2x HPE Aruba Networking CX 6300M Switches
Answer: A,B,D,F
NEW QUESTION # 86
A data analytics team is running workloads on an HPE Private Cloud AI solution. They observe that a data ingestion job is not meeting performance expectations, suspecting a CPU bottleneck. They believe the application is not correctly leveraging GPUDirect Storage (GDS), forcing data to be copied through the server's main memory before reaching the GPU.
Which are valid reasons why GDS might not be functioning correctly? (Choose 3.)
- A. The NVIDIA peer memory driver has not been installed on the guest VM.
- B. The HPE GreenLake for File Storage array is using SATA SSDs instead of NVMe SSDs.
- C. The application is using a standard TCP/IP socket for data transfer instead of an RDMA-based library.
- D. The NVIDIA GPUs have been configured with Multi-Instance GPU (MIG), which enhances GDS performance.
- E. The network switches are not configured for lossless operation (e.g., PFC is disabled).
Answer: A,C,E
NEW QUESTION # 87
What is the primary advantage of using a Smart Template in OCA for HPE Private Cloud AI versus manually configuring a similar set of hardware?
- A. The Smart Template allows the use of components from other vendors.
- B. The Smart Template guarantees the lowest possible price for the hardware.
- C. The Smart Template ensures all necessary and validated components, including specific cables, power cords, and software SKUs, are included correctly.
- D. The Smart Template provides a 90-day free trial of the entire solution.
Answer: C
NEW QUESTION # 88
A customer explains that their data engineers are spending too much time managing disparate data pipelines with a complex set of open-source tools. They are an 'Early AI User' trying to standardize their approach.
Which value proposition of HPE Private Cloud AI directly addresses this specific stakeholder's pain point?
- A. It offers a choice of NVIDIA GPUs to accelerate model training.
- B. It includes HPE AI Essentials, which provides a unified platform with pre-integrated data pipeline and workflow tools like Apache Airflow and Spark.
- C. It can be deployed in a colocation facility through HPE GreenLake.
- D. Its management plane uses three redundant HPE ProLiant DL325 servers for high availability.
Answer: B
NEW QUESTION # 89
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