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AIGP Exam Dumps - IAPP Artificial Intelligence Governance Questions and Answers

Question # 34

In the machine learning context, feature engineering is the process of?

Options:

A.

Converting raw data into clean data.

B.

Creating learning schema for a model apply.

C.

Developing guidelines to train and test a model.

D.

Extracting attributes and variables from raw data.

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Question # 35

What is the best method to proactively train an LLM so that there is mathematical proof that no specific piece of training data has more than a negligible effect on the model or its output?

Options:

A.

Clustering.

B.

Transfer learning.

C.

Differential privacy.

D.

Data compartmentalization.

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Question # 36

Which of the following use cases would be best served by a non-AI solution?

Options:

A.

A non-profit wants to develop a social media presence.

OB. An e-commerce provider wants to make personalized recommendations.

B.

A business analyst wants to forecast future cost overruns and underruns.

C.

A customer service agency wants automate answers to common questions.

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Question # 37

You are part of your organization’s ML engineering team and notice that the accuracy of a model that was recently deployed into production is deteriorating.

What is the best first step address this?

Options:

A.

Replace the model with a previous version.

B.

Conduct champion/challenger testing.

C.

Perform an audit of the model.

D.

Run red-teaming exercises.

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Question # 38

Which of the following is a foundational characteristic of effective AI governance?

Options:

A.

Engagement of a cross-functional team

B.

Reliance on tested vendor management processes

C.

Thorough reviews of a company’s public filings with experts

D.

Uniform policies and procedures across developer, deployer and user roles

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Question # 39

CASE STUDY

Please use the following answer the next question:

A local police department in the United States procured an Al system to monitor and analyze social media feeds, online marketplaces and other sources of public information to detect evidence of illegal activities (e.g., sale of drugs or stolen goods). The Al system works by surveilling the public sites in order to identify individuals that are likely to have committed a crime. It cross-references the individuals against data maintained by law enforcement and then assigns a percentage score of the likelihood of criminal activity based on certain factors like previous criminal history, location, time, race and gender.

The police department retained a third-party consultant assist in the procurement process, specifically to evaluate two finalists. Each of the vendors provided information about their system's accuracy rates, the diversity of their training data and how their system works. The consultant determined that the first vendor’s system has a higher accuracy rate and based on this information, recommended this vendor to the police department.

The police department chose the first vendor and implemented its Al system. As part of the implementation, the department and consultant created a usage policy for the system, which includes training police officers on how the system works and how to incorporate it into their investigation process.

The police department has now been using the Al system for a year. An internal review has found that every time the system scored a likelihood of criminal activity at or above 90%, the police investigation subsequently confirmed that the individual had, in fact, committed a crime. Based on these results, the police department wants to forego investigations for cases where the Al system gives a score of at least 90% and proceed directly with an arrest.

During the procurement process, what is the most likely reason that the third-party consultant asked each vendor for information about the diversity of their datasets?

Options:

A.

To comply with applicable law.

B.

To assist the fairness of the Al system.

C.

To evaluate the reliability of the Al system.

D.

To determine the explainability of the Al system.

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Question # 40

What is the term for an algorithm that focuses on making the best choice achieve an immediate objective at a particular step or decision point, based on the available information and without regard for the longer-term best solutions?

Options:

A.

Single-lane.

B.

Optimized.

C.

Efficient.

D.

Greedy.

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Question # 41

What is the primary purpose of conducting ethical red-teaming on an Al system?

Options:

A.

To improve the model's accuracy.

B.

To simulate model risk scenarios.

C.

To identify security vulnerabilities.

D.

To ensure compliance with applicable law.

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Question # 42

CASE STUDY

Please use the following answer the next question:

A local police department in the United States procured an Al system to monitor and analyze social media feeds, online marketplaces and other sources of public information to detect evidence of illegal activities (e.g., sale of drugs or stolen goods). The Al system works by surveilling the public sites in order to identify individuals that are likely to have committed a crime. It cross-references the individuals against data maintained by law enforcement and then assigns a percentage score of the likelihood of criminal activity based on certain factors like previous criminal history, location, time, race and gender.

The police department retained a third-party consultant assist in the procurement process, specifically to evaluate two finalists. Each of the vendors provided information about their system's accuracy rates, the diversity of their training data and how their system works. The consultant determined that the first vendor’s system has a higher accuracy rate and based on this information, recommended this vendor to the police department.

The police department chose the first vendor and implemented its Al system. As part of the implementation, the department and consultant created a usage policy for the system, which includes training police officers on how the system works and how to incorporate it into their investigation process.

The police department has now been using the Al system for a year. An internal review has found that every time the system scored a likelihood of criminal activity at or above 90%, the police investigation subsequently confirmed that the individual had, in fact, committed a crime. Based on these results, the police department wants to forego investigations for cases where the Al system gives a score of at least 90% and proceed directly with an arrest.

The best human oversight mechanism for the police department to implement is that a police officer should?

Options:

A.

Explain to the accused how the Al system works.

B.

Confirm the Al recommendation prior to sentencing.

C.

Ensure an accused is given notice that the Al system was used.

D.

Consider the Al recommendation as part of the criminal investigation.

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Exam Code: AIGP
Exam Name: Artificial Intelligence Governance Professional
Last Update: Jul 3, 2025
Questions: 164
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