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HP HPE2-B08 Exam Syllabus Topics:

Section	Weight	Objectives
Software Components of HPE Private Cloud AI with NVIDIA	20%	- Benefits of HPE and NVIDIA software stack - Software functions supporting AI operations
Fundamental AI Concepts	28%	- General AI concepts, applications and workloads - Impact of AI on industries and infrastructure requirements
Customer Assessment and Solution Positioning	15%	- Assess AI maturity, workload characteristics and use cases - Position appropriate HPE AI solutions
Solution Sizing and Configuration	17%	- Building configurations via One Config Advanced (OCA) - Using HPE Intelligent Configurator for sizing - Differences between configuration sizes and options
Infrastructure Components of HPE Private Cloud AI with NVIDIA	20%	- Benefits of HPE and NVIDIA integrated infrastructure - Infrastructure capabilities for AI workload requirements

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HPE Private Cloud AI Solutions Sample Questions (Q36-Q41):

NEW QUESTION # 36
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 Curator
B. NeMo Guardrails
C. NeMo Evaluator
D. NeMo Customizer
E. NeMo Retriever

Answer: B,D

NEW QUESTION # 37
An AI development team is training a large language model that exceeds the memory capacity of a single GPU. To continue training, they need to distribute the workload across multiple GPUs within the same server.
Which combination of HPE server and NVIDIA technology is specifically designed to provide a high- bandwidth, direct communication path between GPUs, bypassing the PCIe bus for improved performance in multi-GPU training?

A. HPE ProLiant DL380a Gen11 server with GPUDirect Storage (GDS)
B. HPE ProLiant DL325 Gen11 server with NVIDIA L4 GPUs
C. HPE Alletra Storage MP with RoCE-capable network adapters
D. HPE ProLiant DL380a Gen12 server with an NVIDIA NVLink Bridge

Answer: D

NEW QUESTION # 38
An architect has used the HPE Intelligent Configurator and determined that a "Medium - Standard" configuration is required.
When creating the final quote in One Config Advanced (OCA), what is the mandatory prerequisite that the customer is responsible for providing for the solution to be valid?

A. A rack elevation diagram for the data center.
B. A subscription to the NVIDIA NGC catalog for downloading AI models.
C. A list of all end-users who will access the system.
D. A valid, bring-your-own-license (BYOL) for VMware vSphere Foundation (VVF) or VMware Cloud Foundation (VCF).

Answer: D

NEW QUESTION # 39
In a Natural Language Processing (NLP) task, what is the role of a tokenizer?

A. To train the neural network using backpropagation.
B. To apply a final activation function to determine the output class.
C. To convert a sentence of raw text into a sequence of numerical tokens that a model can process.
D. To encrypt the input text to ensure data privacy during model training.

Answer: C

NEW QUESTION # 40
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. Priority Flow Control (PFC) is disabled, which is mandatory for a lossless RoCE fabric.
B. The port is incorrectly configured in trunk mode instead of access mode.
C. The port speed is not sufficient for the connected H100 GPU.
D. The MTU size is too small for AI workloads.

Answer: A

NEW QUESTION # 41
......

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