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Network Appliance NetApp Certified AI Expert Sample Questions:

1. 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 a single StorageClass named 'multi-tier-storage' that references both backends.
B) Configure the 'gold-tier' StorageClass to reference the ASA backend.
C) Create two distinct StorageClasses, 'gold-tier' and 'bronze-tier'.
D) Configure the 'bronze-tier' StorageClass to reference the StorageGRID backend.
E) Create a single Trident backend that points to both the ASA and StorageGRID systems simultaneously.
F) Create two separate Trident backend configurations, one for the ASA ('backend-asa.yaml') and one for StorageGRID ('backend-sgrid.yaml').

2. What is the primary difference between C-Series and A-Series storage for AI workloads?

A) C-Series supports both file and object-based storage, while A-Series is optimized for object storage.
B) A-Series provides GPU-based acceleration, while C-Series only supports CPU-based workloads.
C) C-Series is designed for high-performance workloads, while A-Series focuses on cost-efficiency for general storage.
D) A-Series is for smaller-scale AI workloads, while C-Series supports large-scale, high-performance AI applications.

3. A data scientist on the team wants to run an experiment on a new vector indexing strategy. To do this, they need a temporary, writable copy of the main vector database. They use the NetApp DataOps Toolkit for Python to automate this process.
The following script is executed:
from netapp_dataops.k8s import clone_pvc
clone_pvc(
source_pvc_name="prod-vector-db-pvc",
new_pvc_name="exp-indexing-clone",
namespace="ds-prod"
)
Assuming the source PVC exists and the user has correct permissions, what is the primary benefit of using this method?

A) It creates a full physical copy of the data, providing the best performance isolation.
B) It automatically migrates the data from the AFF A-Series to the StorageGRID system for the experiment.
C) It uses NetApp FlexClone technology to create a near-instantaneous, space-efficient writable copy of the volume, accelerating the experimental workflow.
D) It creates a read-only Snapshot, ensuring the integrity of the experimental data.

4. A data science team works primarily at a central data center but needs to run a short-term, burst- compute training job in the public cloud to take advantage of specialized GPUs that are not available on- premises. They need to efficiently and securely move a 20 TB dataset from their on- premises ONTAP cluster to a Cloud Volumes ONTAP instance for the duration of the job.
The data flow requirement is as follows:
Source: On-premises ONTAP cluster
Destination: Cloud Volumes ONTAP in AWS
Requirement: Efficient, secure, block-level data transfer.
Which NetApp technology is the most appropriate tool for this task?

A) NetApp XCP
B) NetApp FlexCache
C) NetApp SnapMirror
D) NetApp FabricPool

5. The AI training jobs on the AIPod are performing below expectations. The NVIDIA DGX servers' GPUs show low utilization. A performance analysis reveals that the bottleneck is not the storage system itself, but the network path between the storage and the compute nodes.
The current network configuration is as follows:
Network_Fabric: 100GbE Standard Ethernet
Protocol: NFS over TCP/IP
Data_Path: Storage -> Host CPU -> GPU Memory
Which network architecture enhancement would provide the most significant performance improvement by reducing latency and CPU overhead?

A) Add more 100GbE network ports to the storage controllers.
B) Implement RDMA over Converged Ethernet (RoCE) and configure GPUDirect Storage.
C) Upgrade the network switches to a model with a larger packet buffer.
D) Isolate the storage traffic on a separate VLAN from the management traffic.

Solutions: