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Network Appliance NS0-901 Exam Syllabus Topics:

Network Appliance NetApp Certified AI Expert Sample Questions:

1. An AI architect is planning the resource allocation for a new project. The primary task is to process millions of unlabeled customer reviews to identify naturally occurring groups or themes without any prior guidance.
The project requirements are summarized below:
Task: Discover hidden patterns in text data
Input_Data: 10 million unlabeled text reviews
Output: Clustered groups of related reviews
Supervision: None
Which type of machine learning algorithm is required for this task?

A) Predictive learning
B) Supervised learning
C) Reinforcement learning
D) Unsupervised learning

2. An AI team is planning two separate projects. The architect needs to provision the appropriate infrastructure for each.
| | Project A | Project B|
| -- | | - |
| Goal | Build a novel image recognition model from scratch.
| Adapt an existing, pre- trained LLM to understand company-specific jargon. |
| Input Data | 10 million new, unlabeled images. | A 50 GB text corpus of internal documents. |
| Required Compute | Very High (Weeks of multi-GPU training) | Moderate (Hours of single-GPU training) | Which two statements accurately describe the infrastructure requirements for these projects?
(Choose two.)

A) Project A is a model building task and requires a significantly larger and more powerful compute and storage infrastructure than Project B.
B) Project A requires only a large amount of data, while Project B requires only a large amount of code.
C) Project B is a fine-tuning task, which leverages an existing model and requires less data and compute resources than building a model from scratch.
D) Both projects should use NetApp StorageGRID as the primary storage for training to ensure low latency.
E) Both projects are examples of fine-tuning and have similar infrastructure needs.

3. 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 Kubernetes cluster is not running NetApp Trident.
B) The source PVC 'training-data-v2' does not exist.
C) The NetApp DataOps Toolkit is not installed in the container image used for this pipeline step.
D) The Python script is attempting to use the 'clone_pvc' function, but it was not imported from the
'netapp_dataops.k8s' library.

4. Which of the following best describes the difference between data lakes, data warehouses, and lakehouses?

A) Data lakes store structured data, data warehouses store unstructured data, and lakehouses store only real-time data.
B) Data lakes store raw, unstructured data, data warehouses store structured data, and lakehouses combine the features of both.
C) Data lakes store metadata, data warehouses store transaction data, and lakehouses store archival data.
D) Data lakes store data in cloud storage, data warehouses store it in traditional databases, and lakehouses store it in external drives.

5. The company's compliance officer mandates that all raw simulation data in the StorageGRID data lake must be protected from modification or deletion for a period of seven years. Which two StorageGRID features should be implemented to meet this strict, long-term data immutability requirement? (Choose 2.)

A) Use NetApp SnapMirror to replicate the data to a second StorageGRID system.
B) Enable Autonomous Ransomware Protection (ARP) on the StorageGRID system.
C) Configure an Information Lifecycle Management (ILM) rule that applies to the bucket and sets a retention period of seven years.
D) Create a new S3 bucket with Object Lock enabled in Compliance mode.
E) Encrypt all objects in the bucket using server-side encryption (SSE).

Solutions: