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| Section | Objectives |
|---|
| Design and Implement HPE Private Cloud AI Solutions | - HPE Private Cloud AI Architecture
- 1. Reference Architectures
- 2. Storage Components
- 3. Networking Components
- 4. Compute Components
- AI Infrastructure Integration
- 1. NVIDIA GPU Integration
- 2. AI Enterprise Software Stack
- 3. AI Workload Requirements
|
| Kubernetes and MLOps Platforms | - AI and MLOps Services
- 1. Spark Operator
- 2. JupyterLab Workspaces
- 3. Ray (KubeRay)
- 4. MLflow
- 5. Kubeflow
- Kubernetes Infrastructure
- 1. Cluster Deployment
- 2. Persistent Storage
- 3. Namespace and Resource Management
|
| Compute and Virtualization Solutions | - VMware and vSphere Integration
- 1. Container Storage Interface (CSI)
- 2. vSAN Design and Policies
- 3. vSphere Deployment
- HPE Compute Platforms
- 1. HPE ProLiant Servers
- 2. HPE OneView Integration
- 3. HPE Cray Systems
|
| Operations, Security, and Troubleshooting | - Monitoring and Management
- 1. OpsRamp
- 2. Resource Monitoring
- 3. HPE AI Essentials
- Identity and Access Management
- 1. Keycloak
- 2. Single Sign-On
- 3. Platform Identities
- Performance Optimization and Troubleshooting
- 1. vSphere Performance Analysis
- 2. AI Workload Troubleshooting
- 3. Compute Performance Optimization
|
| HPC and High-Performance Infrastructure | - HPC Storage and Management
- 1. Large-Scale Provisioning
- 2. HPE Cray Storage C500
- 3. HPE Performance Cluster Manager
- HPC Networking
- 1. Low-Latency Network Design
- 2. Slingshot Fabric Manager
- 3. HPE Slingshot Interconnect
|
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HP Advanced HPE Compute Integrator Solutions Written Exam Sample Questions (Q43-Q48):
NEW QUESTION # 43
A hospital wants to fine-tune an LLM on their own dataset. However, the data needs to have sensitive information redacted. Duplicate records also need to be cleaned up. What can help the customer use to achieve this goal?
- A. MLflow
- B. NeMo Curator
- C. NeMo Customizer
- D. Katib
Answer: B
Explanation:
NeMo Curator is used to prepare datasets for LLM training and fine-tuning, including data cleaning, filtering, sensitive data redaction, and deduplication. MLflow tracks experiments, NeMo Customizer fine-tunes models, and Katib handles hyperparameter tuning.
NEW QUESTION # 44
You have imported a VMware vSphere ESXi cluster into HPE OneView for vCenter (0V4VC). You now want to grow the cluster, adding an HPE ProLiant DL server as a host. What is one requirement?
- A. The cluster's server profile assigns NICO to a network with connectivity to the provisioning server.
- B. The server has UEFI optimized mode with Secure Boot enabled on it.
- C. The server has HPE drivers and HPE Agentless Management Software (AMS) pre-provisioned on it.
- D. The server is assigned a static IP address with connectivity to 0V4VC.
Answer: A
Explanation:
For OV4VC cluster growth/deployment, NIC0 in the server profile must be connected to a network that can reach the HPE OneView for VMware vCenter provisioning/deployment server.
NEW QUESTION # 45
A customer needs to deploy a NIM LLM with HPE Machine Learning Inference Software running on HPE Private Cloud AI (AI Essentials 1.6.1).
What is one option for the image for serving the model?
- A. A BentoML image provided by HPE Machine Learning Inference Software
- B. An image stored in the HPE Private Cloud AI registry
- C. An image available in the public NGC registry
- D. A custom image stored in the customer's choice of registry
Answer: B
Explanation:
References/topics: Advanced HPE Compute Solutions, Rev. 26.21, Module 5 "Serving NIMs with HPE Machine Learning Inference Software"; HPE AI Essentials/MLIS registry documentation and release-history notes.
NEW QUESTION # 46
An HPE Private Cloud AI customer wants to eliminate the certificate errors that show when users access HPE AI Essentials. The customer has created a certificate signed by their CA to replace the current certificate. The customer has given you the certificate file, private key file, and CA certificate file. How should you install this certificate?
- A. Delete the current "ingress-cert" certificate and secret in the HPE AI Essentials istio-system namespace. Add a new "ingress-cert" secret in this namespace referencing the provided files.
- B. Create a CertificateIssuer that references the CA certificate in the HPE AI Essential cert-manager namespace. Then create an ingress-cert certificate based on the provided certificate and private key in the istio-system namespace.
- C. Log into the Keycloak interface using the credentials stored in the HPE AI Essentials ezaddon- system namespace. Upload the certificate, private key, and CA certificate files in the "ua" realm.
- D. Use the HPE Private Cloud AI interface to access the VM that hosts the HPE AI Essentials UI.
Install the certificate, private key, and CA certificate on that VM.
Answer: A
Explanation:
For a customer-provided certificate, key, and CA certificate, you replace the existing Istio ingress gateway certificate material by recreating the ingress-cert secret in the istio-system namespace.
Cert-manager/ClusterIssuer is used when you want cert-manager to issue or renew the certificate automatically.
NEW QUESTION # 47
A customer has HPE ProLiant DL Gen12 servers managed by HPE Compute Ops Management and acting as VMware vSphere ESXi hosts. How can you handle updating the servers' firmware and OS together?
- A. Set up an integration between HPE Compute Ops Management and VMware Cloud Foundation Operations. Use the Operations workflows to automate the updates.
- B. Deploy HPE OneView for vCenter (0V4VC) and integrate it with vCenter and HPE Compute Ops Management. Then manage the updates with 0V4VC cluster profiles.
- C. Deploy HPE OneView for vCenter Orchestrator. Use a workflow to automate the firmware and OS updates.
- D. Set up an integration between HPE Compute Ops Management and VMware vCenter. Then manage the updates from vSphere Lifecycle Manager.
Answer: D
NEW QUESTION # 48
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