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HP HPE2-B08 : HPE Private Cloud AI Solutions
- Exam Code: HPE2-B08
- Exam Name: HPE Private Cloud AI Solutions
- Updated: Sep 30, 2026
- Q & A: 87 Questions and Answers
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HP HPE2-B08 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Security in Private Cloud AI | - Workload and data protection - Identity and access management |
| Data Management and Governance | - Data governance and compliance - Data lifecycle management |
| HPE GreenLake for AI Solutions | - GreenLake architecture and services - Consumption-based IT model for AI |
| AI Infrastructure Design | - Storage and data pipeline design - Compute and GPU considerations - Networking for AI workloads |
| HPE Private Cloud AI Fundamentals | - Overview of private cloud AI concepts - Core AI workload characteristics |
| Deployment and Operations | - Deployment models for AI solutions - Lifecycle management of AI infrastructure - Monitoring and optimization |
HPE Private Cloud AI Solutions Sample Questions:
Question #1
What is the primary function of hidden layers in a deep learning model?
- A. To store the complete training dataset for real-time retrieval during inference.
- B. To apply weights and transformations to the outputs of preceding layers, allowing the network to learn progressively more complex features.
- C. To format the final output of the network into a human-readable prediction or classification.
- D. To directly receive the initial, raw input data for the model.
Correct Answer: B 🗳️
Question #2
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 DL325 Gen11 server with NVIDIA L4 GPUs
- B. HPE Alletra Storage MP with RoCE-capable network adapters
- C. HPE ProLiant DL380a Gen11 server with GPUDirect Storage (GDS)
- D. HPE ProLiant DL380a Gen12 server with an NVIDIA NVLink Bridge
Correct Answer: D 🗳️
Question #3
An architect is designing a distributed training solution using HPE Private Cloud AI. The solution involves multiple HPE ProLiant DL380a servers, each with four NVIDIA H100 GPUs.
Review the logical network topology:
```
[HPE ProLiant Server 1] \
- GPU 0 <--> GPU 1 (Internal)
- GPU 2 <--> GPU 3 (Internal)
\
[NVIDIA Spectrum Switch (RoCE)] <--> [HPE GreenLake for File Storage]
/
[HPE ProLiant Server 2] /
- GPU 0 <--> GPU 1 (Internal)
- GPU 2 <--> GPU 3 (Internal)
```
Which interconnect technology facilitates the highest-bandwidth communication path labeled "(Internal)" for scaling the training job across the GPUs within a single server?
- A. NVIDIA NVLink Bridge
- B. RDMA over Converged Ethernet (RoCE)
- C. GPUDirect Storage (GDS)
- D. PCI Express (PCIe) Gen5
Correct Answer: A 🗳️
Question #4
A customer needs a solution for their deployed customer service chatbot. They state: "We don't need to change the model itself, but we need the chatbot to answer questions using our product documentation, which is updated every night. The answers must be fast and based on the latest documents." How would you categorize this workload?
- A. A classic AI inferencing workload.
- B. A RAG (Retrieval-Augmented Generation) inferencing workload.
- C. A model development and experimentation workload.
- D. A large-scale model training workload.
Correct Answer: B 🗳️
Question #5
An organization is using HPE Private Cloud AI to manage a large, multi-tenant Kubernetes environment for its data science teams. They need to ensure that data access is securely managed and that each team's data is isolated within a logical, policy-driven boundary. Additionally, they need to store and access data from multiple sources, including NFS clients and S3-compatible object stores.
Which software components of the HPE Private Cloud AI stack work together to provide this unified, policy-driven, multi-protocol data access? (Select all that apply.)
- A. NVIDIA NIM (NVIDIA Inference Microservices)
- B. HPE AI Essentials
- C. HPE GreenLake for File Storage
- D. HPE Data Fabric
- E. Kyverno
Correct Answer: D,E 🗳️
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