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Guide for NCA-AIIO: AI Infrastructure and Operations

Quiz NCA-AIIO: AI Infrastructure and Operations

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/ 10

Quiz

1/10
A company is implementing a new network architecture and needs to consider the requirements and
considerations for training and inference. Which of the following statements is true about training
and inference architecture?
Select the answer
1 correct answer
A.
Training architecture and inference architecture have the same requirements and considerations.
B.
Training architecture is only concerned with hardware requirements, while inference architecture is only concerned with software requirements.
C.
Training architecture is focused on optimizing performance while inference architecture is focused on reducing latency.
D.
Training architecture and inference architecture cannot be the same.

Quiz

2/10
For which workloads is NVIDIA Merlin typically used?
Select the answer
1 correct answer
A.
Recommender systems
B.
Natural language processing
C.
Data analytics

Quiz

3/10
Which NVIDIA parallel computing platform and programming model allows developers to program in
popular languages and express parallelism through extensions?
Select the answer
1 correct answer
A.
CUDA
B.
CUML
C.
CUGRAPH

Quiz

4/10
Which of the following aspects have led to an increase in the adoption of AI? (Choose two.)
Select the answer
2 correct answers
A.
Moore’s Law
B.
Rule-based machine learning
C.
High-powered GPUs
D.
Large amounts of data

Quiz

5/10
In training and inference architecture requirements, what is the main difference between training
and inference?
Select the answer
1 correct answer
A.
Training requires real-time processing, while inference requires large amounts of data.
B.
Training requires large amounts of data, while inference requires real-time processing.
C.
Training and inference both require large amounts of data.
D.
Training and inference both require real-time processing.

Quiz

6/10
Which of the following statements is true about GPUs and CPUs?
Select the answer
1 correct answer
A.
GPUs are optimized for parallel tasks, while CPUs are optimized for serial tasks.
B.
GPUs have very low bandwidth main memory while CPUs have very high bandwidth main memory.
C.
GPUs and CPUs have the same number of cores, but GPUs have higher clock speeds.
D.
GPUs and CPUs have identical architectures and can be used interchangeably.

Quiz

7/10
Which two components are included in GPU Operator? (Choose two.)
Select the answer
2 correct answers
A.
Drivers
B.
PyTorch
C.
DCGM
D.
TensorFlow

Quiz

8/10
Which phase of deep learning benefits the greatest from a multi-node architecture?
Select the answer
1 correct answer
A.
Data Augmentation
B.
Training
C.
Inference

Quiz

9/10
Which architecture is the core concept behind large language models?
Select the answer
1 correct answer
A.
BERT Large model
B.
State space model
C.
Transformer model
D.
Attention model

Quiz

10/10
What is a key value of using NVIDIA NIMs?
Select the answer
1 correct answer
A.
They provide fast and simple deployment of AI models.
B.
They have community support.
C.
They allow the deployment of NVIDIA SDKs.
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  • Quiz name:NCA-AIIO: AI Infrastructure and Operations
  • Total number of questions:50
  • Number of questions for the test:50
  • Pass score:80%

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