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HPE Private Cloud AI Solutions Sample Questions:

1. A customer is considering the HPE Private Cloud AI solution. They need to run a moderately sized RAG application for 150 users. They do not have any fine-tuning requirements.
Why would an architect recommend a "Medium" configuration over a "Large" configuration for this customer?

A) The Large configuration does not support Retrieval-Augmented Generation (RAG).
B) The Medium configuration is the only one that includes the HPE AI Essentials software.
C) The L40S GPUs in the Medium configuration are more cost-effective and power-efficient for this specific inference-heavy workload.
D) The Medium configuration has more storage capacity than the Large configuration.

2. An organization is deploying a multi-tenant AI environment using HPE Private Cloud AI. They need to run several smaller, independent AI inference workloads on a single, powerful NVIDIA H100 GPU to maximize resource utilization. Each workload must be securely isolated with its own dedicated portion of the GPU's compute and memory resources.
What key NVIDIA technology, supported on the Hopper architecture, allows for this secure partitioning of a single physical GPU? (Select all that apply.)

A) Remote Direct Memory Access (RDMA)
B) Multi-Instance GPU (MIG)
C) NVLink Bridge
D) Confidential Computing
E) GPUDirect Storage (GDS)

3. A customer is using the NVIDIA NeMo framework within HPE Private Cloud AI to build a custom generative AI application. They need to fine-tune a foundation model using a proprietary dataset. They also want to ensure the final application does not produce toxic content or veer into off-topic conversations.
Which specific toolkits within the NeMo framework should they use to achieve these two distinct goals?
(Choose 2.)

A) NeMo Retriever
B) NeMo Guardrails
C) NeMo Customizer
D) NeMo Curator
E) NeMo Evaluator

4. 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

5. 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 entire process for all stakeholders is managed through the server's iLO interface.
B) Both the data scientists and the operations team would use the HPE Intelligent Configurator to manage the models.
C) 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.
D) The data scientists would use NVIDIA NIMs to train the models, and the operations team would use HPE Data Fabric to serve them.

Solutions: