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HP HPE2-B08 Exam Syllabus Topics:

HPE Private Cloud AI Solutions Sample Questions:

1. A customer wants to build a configuration in One Config Advanced (OCA) for the HPE Private Cloud AI "Large - Standard" solution.
Which key components should the architect expect the Smart Template to include in the Bill of Materials (BOM)? (Choose 2.)

A) HPE Cray compute nodes.
B) 8 worker nodes.
C) HPE ProLiant DL380a Gen11 servers with NVIDIA L40S GPUs.
D) 4 worker nodes.
E) HPE ProLiant DL380a Gen11 servers with NVIDIA H100 NVL GPUs.

2. A customer wants to deploy a turnkey private cloud for a variety of generative AI workloads, including RAG-based chatbots and some model fine-tuning. One of their key IT stakeholders is the data engineer.
Which specific challenge for a data engineer is directly addressed by the HPE Data Fabric component within HPE Private Cloud AI?

A) The effort required to create and manage data pipelines and unify diverse, siloed data sources (files, objects, tables) into a single accessible platform.
B) The high cost of NVIDIA AI Enterprise software licenses.
C) The complexity of writing Python code in a Jupyter Notebook.
D) The difficulty of managing GPU cluster utilization for training jobs.

3. A large enterprise is adopting HPE Private Cloud AI and needs to accelerate the development of several generative AI applications. Their data science team wants to leverage pre-trained foundation models from NVIDIA but needs to customize them for specific business tasks like contract summarization and internal policy Q&A.
Which NVIDIA AI Enterprise software framework provides a comprehensive, end-to-end toolkit for curating data, customizing models using techniques like PEFT, and implementing guardrails for safe deployment?
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Customer Goal:
- Accelerate development of custom generative AI apps
- Utilize pre-trained foundation models
- Require tools for data prep, model customization, and safety
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A) NVIDIA Triton Inference Server
B) NVIDIA NeMo
C) NVIDIA RAPIDS
D) NVIDIA NIM (NVIDIA Inference Microservices)

4. An AI application is being developed to analyze financial time-series data to predict stock market trends. The model needs to understand long-term dependencies and the sequence in which data points occur.
Which neural network architecture is specifically designed to handle sequential data like text or time- series?

A) K-Means Clustering Algorithm
B) Transformer model
C) A fully connected, feedforward neural network
D) Convolutional Neural Network (CNN)

5. What is the primary purpose of using the "Private Cloud Smart Template" within HPE One Config Advanced (OCA) when quoting an HPE Private Cloud AI solution?

A) To automatically generate a network diagram and rack elevation for the customer.
B) To provide a free trial license for the VMware and NVIDIA software.
C) To allow for complete customization of every component, including unsupported hardware.
D) To ensure a fast, easy, and validated process for generating a complete and accurate Bill of Materials (BOM) for a pre-integrated solution.

Solutions: