Network Appliance NS0-901コンポーネント、NS0-901日本語資格取得

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Network Appliance NS0-901 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|
| AI Overview | 15% | - AI Industry Applications
- 1. Agents
- 2. Healthcare applications
- 3. Digital twins
- AI Deployment Models
- 1. Benefits and risks of each model
- 2. On-premises
- 3. Cloud
- 4. Edge
- Machine Learning Fundamentals
- 1. Describe machine learning benefits
- 2. Understand the relationship between AI, machine learning, and deep learning
- Algorithm Types
- 1. Unsupervised learning
- 2. Reinforcement learning
- 3. Supervised learning
- Training vs. Inferencing vs. Predictions
- 1. Distinguish between training and inference workloads
- AI Convergence with HPC and Analytics
- 1. Leveraging shared infrastructure for AI, HPC, and analytics
|
| AI Lifecycle | 27% | - Data Preparation
- 1. NetApp BlueXP Classification
- 2. XCP and CopySync
- 3. Data aggregation and cleansing
- Model Development
- 1. Fine-tuning workflows
- 2. Model building
- 3. Inferencing
- Generative AI Concepts
- 1. Hallucinations
- 2. Retrieval Augmented Generation (RAG)
- 3. Fine-tuning
- Predictive AI vs. Generative AI
- 1. Impact of generative content (text, images, video, decision-making)
- 2. Distinction between predictive and generative AI
- 3. Large Language Models (LLMs)
|
| AI Software Architectures | 18% | - Development Tools
- 1. Jupyter notebooks vs. pipelines
- 2. NetApp DataOps Toolkit
- MLOps and LLMOps Ecosystems
- 1. Understanding the software tools and platforms enabling AI at scale
- Scaling and Orchestration
- 1. Scaling AI workloads with Kubernetes
- 2. Leveraging BlueXP software tools
|
| AI Common Challenges | 22% | - Traceability and Optimization
- 1. Maximizing performance in demanding AI workloads
- 2. Ensuring traceability for code, data, and models
- 3. Optimizing data access and movement
- Resource Management
- 1. Controlling costs and securing storage
- 2. Sizing storage and compute resources effectively
|
| AI Hardware Architectures | 18% | - Networking and Storage
- 1. Network protocols for AI workloads
- 2. Storage architectures for AI
- NetApp Architectures
- 1. OVX architectures
- 2. BasePod
- 3. SuperPOD
- Infrastructure Topologies
- 1. Data aggregation and compute topologies
|
>> Network Appliance NS0-901コンポーネント <<
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Network Appliance NetApp Certified AI Expert Exam 認定 NS0-901 試験問題 (Q53-Q58):
質問 # 53
An AI platform administrator is trying to deploy a new GenAI toolkit using the BlueXP Workload Factory. The deployment fails, and the administrator examines the API response from BlueXP.
{
"jobId": "we-deploy-genai-987zy",
"status": "FAILED",
"statusCode": 403,
"message":
"Forbidden: The service principal or user account used by the Connector does not have the required permissions on the target subscription to create a new resource group.
Required permission: 'Microsoft.Resources/subscriptions/resourcegroups/write'." } Based on this API response, what is the root cause of the deployment failure?
- A. The GenAI toolkit requires a specific license that has not been added to the BlueXP digital wallet.
- B. The Azure service principal associated with the BlueXP Connector lacks the necessary IAM role to create resource groups.
- C. The BlueXP Connector is offline and cannot communicate with the cloud provider.
- D. The selected ONTAP version does not support the GenAI toolkit.
正解:B
質問 # 54
An MLOps engineer is troubleshooting a failed Kubeflow pipeline step. The step was designed to create a clone of a dataset for a training job using the NetApp DataOps Toolkit. The pod logs for the failed pipeline step show the following:
Traceback (most recent call last):
File "create_clone.py", line 15, in <module>
clone_pvc(source_pvc_name="training-data-v2", new_pvc_name="train-job-34a-data") NameError: name 'clone_pvc' is not defined The engineer reviews the Python script for the pipeline step:
# create_clone.py
import os
from netapp_dataops.k8s import create_pvc
# Other code
print("Cloning source dataset for training run...")
clone_pvc(
source_pvc_name="training-data-v2",
new_pvc_name="train-job-34a-data"
)
print("Clone created successfully.")
What is the cause of the error?
- A. The NetApp DataOps Toolkit is not installed in the container image used for this pipeline step.
- B. The Kubernetes cluster is not running NetApp Trident.
- C. The Python script is attempting to use the 'clone_pvc' function, but it was not imported from the
'netapp_dataops.k8s' library. - D. The source PVC 'training-data-v2' does not exist.
正解:C
質問 # 55
An organization's AI platform team needs to provide two distinct tiers of storage for their data scientists on a single Kubernetes cluster:
1. 'gold-tier': Extremely low-latency storage for active model training, using an all-flash NetApp ASA system.
2. 'bronze-tier': Cost-effective, high-capacity storage for data staging and archiving, using a NetApp StorageGRID system.
How should the platform team configure NetApp Trident to meet these requirements? (Select all that apply.)
- A. Create two separate Trident backend configurations, one for the ASA ('backend-asa.yaml') and one for StorageGRID ('backend-sgrid.yaml').
- B. Create two distinct StorageClasses, 'gold-tier' and 'bronze-tier'.
- C. Create a single StorageClass named 'multi-tier-storage' that references both backends.
- D. Configure the 'gold-tier' StorageClass to reference the ASA backend.
- E. Configure the 'bronze-tier' StorageClass to reference the StorageGRID backend.
- F. Create a single Trident backend that points to both the ASA and StorageGRID systems simultaneously.
正解:A、B、D、E
質問 # 56
The company decides to establish a disaster recovery (DR) site in a secondary data center for the entire Digital Twin platform. The DR plan must protect the HPC data, the AI training data, and the central data lake.
The DR requirements are:
- RPO: 4 hours for all data.
- RTO: 24 hours for the entire platform.
- Process: The failover and failback process should be as automated as possible.
Which combination of technologies provides the most comprehensive DR solution?
- A. Deploy a MetroCluster configuration spanning the primary and DR sites for all three storage systems.
- B. Use NetApp SnapMirror for the ASA, StorageGRID's built-in replication for the data lake, and a host- based tool like 'rsync' for the E-Series/BeeGFS data, all orchestrated via BlueXP disaster recovery.
- C. Use BlueXP backup and recovery to back up all three storage systems (ASA, E-Series, StorageGRID) to a single cloud target.
- D. Use NetApp SnapMirror for the ASA, StorageGRID replication for the data lake, and rely on tape backups for the E-Series/BeeGFS data.
正解:B
質問 # 57
An AI architect is designing a storage solution for a new training cluster. The primary workload consists of training large language models, which involves sequential reads of massive datasets.
The key requirement is to maximize GPU utilization by providing the highest possible data throughput. Cost is a secondary concern to performance.
Which NetApp storage system is the most appropriate choice for this workload?
- A. NetApp E-Series
- B. NetApp ASA (All-SAN Array)
- C. NetApp StorageGRID
- D. NetApp C-Series
正解:B
質問 # 58
......
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