A gaming company is training a reinforcement-learning model for an in-game NPC. The training requires millions of simulated gameplay episodes, each generating 1 MB of state data. The team has a single server with 8 GPUs and 100 TB of local NVMe storage. The training is expected to take three weeks. What is the most likely infrastructure bottleneck?

Storage capacity, because 100 TB may not be enough for millions of 1 MB episodes.

Network bandwidth, because the server must transfer data to a remote storage system.

Memory capacity, because the model must hold all episodes in RAM simultaneously.

Compute capacity, because 8 GPUs may not be enough to complete training in three weeks.

Which activity is part of gathering stakeholder requirements for a model generation project?

Conducting interviews with business users to understand their needs

Selecting the machine learning algorithm

Which of the following is a primary purpose of data privacy regulations like GDPR in the context of model generation?

To ensure the model is trained on the most recent data available

To reduce the storage cost of training datasets

To protect the personal data of individuals from unauthorized access and misuse

To standardize the format of data used for training across different organizations

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Domain 2Objective 5

Determine the Requirements Needed for Model Generation CERTIFIED-AI-EXPERT Practice Questions (Page 4)

Part of the AI Lifecycle domain, which accounts for 27% of the CERTIFIED-AI-EXPERT exam. NetApp does not publish an official question count, but from its 90-minute exam (~35–60 total, ~9–16 in this domain), expect 1–2 from this objective — we provide 21 practice questions to prepare you well beyond it. (estimate)

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Questions 16–20

16application · medium
A gaming company is training a reinforcement-learning model for an in-game NPC. The training requires millions of simulated gameplay episodes, each generating 1 MB of state data. The team has a single server with 8 GPUs and 100 TB of local NVMe storage. The training is expected to take three weeks. What is the most likely infrastructure bottleneck?
Select an answer first
17foundation · easy
A model generation project must comply with a regulation that requires the ability to explain how a model made a specific decision. Which governance requirement is this?
Select an answer first
18foundation · easy
Which activity is part of gathering stakeholder requirements for a model generation project?
Select an answer first
19foundation · easy
Which of the following is a primary purpose of data privacy regulations like GDPR in the context of model generation?
Select an answer first
20foundation · easy
A data scientist is assessing whether a dataset is suitable for training a model. Which aspect of data quality refers to the degree to which the data correctly represents the real-world entities it is supposed to model?
Select an answer first

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Determine the Requirements Needed for Model Generation CERTIFIED-AI-EXPERT Practice Questions (Page 4)

Questions 16–20

A model generation project must comply with a regulation that requires the ability to explain how a model made a specific decision. Which governance requirement is this?

Which activity is part of gathering stakeholder requirements for a model generation project?

Which of the following is a primary purpose of data privacy regulations like GDPR in the context of model generation?

A data scientist is assessing whether a dataset is suitable for training a model. Which aspect of data quality refers to the degree to which the data correctly represents the real-world entities it is supposed to model?

Keep studying — AI Lifecycle