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HPE Private Cloud AI Solutions Sample Questions (Q37-Q42):
NEW QUESTION # 37
A large financial institution, a known "Deployer of AI at scale," needs to train a next-generation fraud detection model. This new model has over a trillion parameters, significantly larger than their current models, and requires an exascale-class computing solution to be trained in a reasonable timeframe.
Which HPE AI solution should be positioned to meet this customer's demanding requirement?
- A. HPE GreenLake for File Storage
- B. AI-optimized HPE ProLiant DL servers
- C. HPE Cray systems
- D. HPE Private Cloud AI with NVIDIA, Large configuration
Answer: C
NEW QUESTION # 38
An architect is comparing two different models for a text summarization task.
Model A: A Convolutional Neural Network (CNN)
*Model B: A Transformer-based model
Why is the Transformer-based model (Model B) fundamentally better suited for this task?
- A. CNNs require significantly more training data than Transformers.
- B. CNNs can only process images, not text.
- C. Transformers use an attention mechanism to understand the contextual relationships between all words in the text, which is critical for summarization.
- D. Transformers can be trained without GPUs, unlike CNNs.
Answer: C
NEW QUESTION # 39
A customer is expanding their HPE Private Cloud AI "Medium" configuration to support a new generative AI inferencing workload. They are concerned about network congestion and latency, as the AI workload is known to generate large, sudden bursts of traffic between the compute nodes and the storage system.
The solution uses NVIDIA Spectrum SN4700M switches for the AI interconnect.
Which feature of these switches is specifically designed to handle bursty traffic and prevent packet loss in a lossless Ethernet fabric?
- A. A fully shared buffer architecture that can dynamically absorb traffic bursts from any port.
- B. Integrated Silicon Root of Trust to validate the switch firmware integrity.
- C. Support for Fibre Channel over Ethernet (FCoE) encapsulation.
- D. The ability to route traffic based on application-layer metadata.
Answer: A
NEW QUESTION # 40
A customer is using the HPE Intelligent Configurator to determine the correct size for an HPE Private Cloud AI solution. Their primary use case is a text generation chatbot for internal HR support.
What is the MOST critical piece of information the customer must provide to the sizing tool to get an accurate recommendation for the number and type of GPUs required?
- A. The physical location of the data center where the solution will be deployed.
- B. The number of ML engineers who will maintain the model.
- C. The brand of networking switches used in their existing data center fabric.
- D. The estimated number of concurrent users who will be querying the chatbot.
Answer: D
NEW QUESTION # 41
A customer's ML Engineer states, "We need to deploy our trained models, and our top priority is simplifying the process. We want to treat our models like cattle, not pets-packaging them into standardized, optimized containers that we can deploy and scale easily via an API." This statement describes the primary benefit of which software component in the HPE Private Cloud AI stack?
- A. HPE Data Fabric
- B. Apache Airflow
- C. JupyterLab
- D. NVIDIA NIM (NVIDIA Inference Microservices)
Answer: D
NEW QUESTION # 42
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