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| Section | Weight | Objectives |
|---|
| HPE AI Essentials: Data Analytics and Data Science | 15% | - Data pipelines and processing - Analytics and machine learning tools
|
| Integration with Third-Party Platforms | 15% | - Red Hat OpenShift and Kubernetes integration - VMware integration
|
| Troubleshooting HPE Private Cloud AI | 10% | - Issue diagnosis and resolution - Performance tuning and optimization
|
| High Performance Computing (HPC) Design and Management | 10% | - Management and monitoring - Architecture and scaling
|
| AI Workshops and HPE AI Essentials Platform | 15% | - Customer engagement and assessment - Platform capabilities and deployment
|
| Solution Optimization and Security | 5% | - Security best practices - Efficiency and resilience
|
| HPE ProLiant Gen12 for AI | 20% | - AI-optimized compute design - GPU integration and configuration - Server architecture and components
|
| NVIDIA AI Enterprise and Model Serving | 10% | - Software deployment and management - Model serving architecture and optimization
|
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HP Advanced HPE Compute Integrator Solutions Written Exam Sample Questions (Q48-Q53):
NEW QUESTION # 48
How do workloads running within HPE AI Essentials authenticate each other?
- A. Using self-signed certificates generated when HPE installs the solution
- B. Using SVIDs that an Istio proxy helps them obtain from a built-in SPIRE server
- C. Using Kubernetes secrets auto-generated by Kyverno mutating admission controllers when workloads spin up
- D. Using certificates issued by the Istio ingress gateway built into HPE AI Essentials
Answer: B
Explanation:
HPE AI Essentials uses service-mesh workload identity: workloads authenticate with SPIFFE/SPIRE-issued SVIDs, used through Istio proxies for secure service-to-service communication. It is not based on ingress-gateway certificates or static self-signed certificates.
NEW QUESTION # 49
You are deploying several HPE ProLiant Gen12 servers to act as VMware vSAN nodes. How should you configure the vSAN drives on the servers' storage controller?
- A. In passthrough mode
- B. With RAID 5
- C. In Erasure Coding (ECC) mode
- D. With RAID 1
Answer: A
Explanation:
VMware vSAN manages the capacity and cache drives directly, so the storage controller should expose the drives individually in passthrough/HBA mode, not as RAID volumes.
NEW QUESTION # 50
A customer has fine-tuned a model and wants to find out whether the model is producing any toxic content.
Which NVIDIA microservice best meets this need?
- A. NeMo Curator
- B. NeMo Customizer
- C. NeMo Evaluator
- D. NeMo Guardrails
Answer: C
Explanation:
D is correct. NVIDIA NeMo Evaluator is designed to measure model and application quality against defined evaluation criteria, including safety-related dimensions. Current NeMo evaluation tooling includes safety evaluations for harmful-content generation, toxicity, bias, hate speech, and related robustness concerns. A customer who has fine-tuned a model and wants to determine whether it produces toxic output needs an evaluation service rather than a data-preparation or runtime-policy component.
NeMo Customizer is used to adapt or fine-tune models. NeMo Curator prepares training data through curation, filtering, and deduplication. NeMo Guardrails is used to apply runtime controls to conversational AI applications, such as restricting unsafe topics or validating inputs and outputs. Guardrails can help prevent unacceptable responses in production, but the question asks which microservice is used to evaluate whether the fine-tuned model is producing toxic content.
A sound AI lifecycle therefore separates customization, evaluation, and enforcement: customize the model, evaluate its behavior, and then apply appropriate guardrails and deployment controls.
References/topics: Advanced HPE Compute Solutions, Rev. 26.21, Module 5 "NVIDIA NeMo deep dive"; NVIDIA NeMo Evaluator documentation, safety and security evaluation capabilities.
NEW QUESTION # 51
Which HPE Smart Array controller feature allows administrators to configure RAID and volumes before the operating system is installed, using a UEFI-based utility?
- A. HPE iLO Virtual Media
- B. HPE Array Configuration Utility (legacy ACU CLI only)
- C. HPE Insight Diagnostics
- D. HPE Smart Storage Administrator (SSA) in UEFI System Utilities
Answer: D
Explanation:
HPE Smart Storage Administrator, accessible from the UEFI System Utilities (F9/F10 during boot), allows pre-OS RAID and logical drive configuration. The legacy ACU CLI is an offline/scripting tool, Insight Diagnostics is for hardware testing, and Virtual Media is used to mount ISO images remotely, not to configure storage.
NEW QUESTION # 52
Which statement about HPE Alletra storage integration with HPE compute solutions is most accurate?
- A. HPE Alletra is exclusively an edge/IoT product line.
- B. HPE Alletra requires a completely separate management plane from all HPE compute products with no shared visibility.
- C. HPE Alletra only supports block storage and cannot integrate with file workloads.
- D. HPE Alletra spans multiple storage classes (e.g., Alletra Storage MP, Alletra 5000/6000 series) and integrates with HPE GreenLake for unified, AI-driven, cloud-operated data management alongside compute.
Answer: D
Explanation:
HPE Alletra is HPE's unified data storage brand spanning multiple platforms for block, file, and hybrid workloads, and it integrates with HPE GreenLake and InfoSight for AI-driven, cloud- operated management alongside compute resources, giving integrators a consistent management experience. It is not limited to block-only, edge-only, or fully siloed from compute management.
NEW QUESTION # 53
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