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| Section | Objectives |
|---|
| Topic 1: AI Infrastructure Design | - Compute and GPU considerations - Networking for AI workloads - Storage and data pipeline design
|
| Topic 2: Deployment and Operations | - Lifecycle management of AI infrastructure - Deployment models for AI solutions - Monitoring and optimization
|
| Topic 3: HPE GreenLake for AI Solutions | - GreenLake architecture and services - Consumption-based IT model for AI
|
| Topic 4: Data Management and Governance | - Data lifecycle management - Data governance and compliance
|
| Topic 5: HPE Private Cloud AI Fundamentals | - Overview of private cloud AI concepts - Core AI workload characteristics
|
| Topic 6: Security in Private Cloud AI | - Workload and data protection - Identity and access management
|
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HPE Private Cloud AI Solutions Sample Questions (Q39-Q44):
NEW QUESTION # 39
A customer needs a solution for two primary workloads: large-scale model training and real-time inference. They have a team of data scientists who are constantly developing new models and a separate operations team that deploys and manages these models in production.
Which statement best describes how the different stakeholders would interact with the HPE Private Cloud AI solution?
- A. The data scientists would primarily use tools within HPE AI Essentials (like JupyterLab and MLFlow) for model development, while the operations team would use NVIDIA NIMs to deploy the finished models.
- B. The entire process for all stakeholders is managed through the server's iLO interface.
- C. The data scientists would use NVIDIA NIMs to train the models, and the operations team would use HPE Data Fabric to serve them.
- D. Both the data scientists and the operations team would use the HPE Intelligent Configurator to manage the models.
Answer: A
NEW QUESTION # 40
An architect is designing an infrastructure solution for an AI workload that involves processing massive datasets for training. The goal is to minimize data transfer latency between the storage system and the GPUs in the compute nodes. The architect wants to enable the NVIDIA GPUs to fetch data directly from the NVMe storage array, bypassing the server's CPU and main memory.
Review the proposed architectural components:
```
- Compute Nodes: HPE ProLiant DL380a Gen11 with NVIDIA H100 GPUs
- Storage: HPE GreenLake for File Storage
- Interconnect: Ethernet with RoCE support
```
Which technology must be enabled and properly configured across these components to achieve this direct GPU-to-storage data path? (Choose 2.)
- A. Confidential Computing
- B. Multi-Instance GPU (MIG)
- C. RDMA over Converged Ethernet (RoCE)
- D. NVLink
- E. GPUDirect Storage (GDS)
Answer: C,E
NEW QUESTION # 41
During a discovery call, a customer from a telecommunications company explains their primary goal:
"We need to analyze network traffic patterns in real-time to detect anomalies that could indicate a security threat or a network outage." Which key use case for HPE Private Cloud AI does this represent?
- A. Document Chat
- B. Code Generation
- C. AI Recommender System
- D. AI Cybersecurity
Answer: D
NEW QUESTION # 42
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, Essential
- C. HPE Tech Care, Basic
- D. HPE Complete Care Service
Answer: B
NEW QUESTION # 43
A company is implementing a RAG-based chatbot using HPE Private Cloud AI. To ensure the chatbot provides safe and appropriate responses, the development team needs to implement guardrails to prevent it from discussing off-topic subjects and to block it from using harmful language.
Which specific toolkit within the NVIDIA NeMo framework is designed for this purpose?
```
NVIDIA NeMo Framework Components:
1. NeMo Curator
2. NeMo Customizer
3. NeMo Evaluator
4. NeMo Retriever
5. NeMo Guardrails
```
- A. NeMo Customizer
- B. NeMo Evaluator
- C. NeMo Guardrails
- D. NeMo Curator
- E. NeMo Retriever
Answer: C
NEW QUESTION # 44
......
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