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  1. Home
  2. IAPP Certification
  3. AIGP Exam
  4. IAPP.AIGP.v2026-11-12.q219 Dumps
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Question 16

All of the following are potential benefits of using private over public LLMs EXCEPT?

Correct Answer: A
Private LLMs offer advantages likecustomizability,reduced hallucination,confidentiality, andalignment with enterprise-specific tasks, but theydo not inherently reduce the time or effortneeded fordata validation or verification- which remains an essential step regardless of model privacy.
From the AI risk and quality sections:
"Ensuring the quality of the data... is highly contextual and must be validated regardless of the model's deployment environment." (p. 17) B, C, Dare legitimate benefits of private LLMs.
Ais incorrect - validation still requires time and resources.
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Question 17

What is the most significant risk of deploying an AI model that can create realistic images and videos?

Correct Answer: C
The greatest risk from AI systems generatingrealistic synthetic mediaisdownstream harm, such as deepfakes, misinformation, reputational damage, and erosion of trust.
From theAI Governance in Practice Report 2024:
"With generative AI, downstream harms such as deception, reputational damage, misinformation, and manipulation can emerge even if original use was lawful." (p. 55-56)
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Question 18

In procuring an AI system from a vendor, which of the following would be important to include in a contract to enable proper oversight and auditing of the system?

Correct Answer: D
Ensuringoversight and auditabilityrequires that the organization hassufficient access to data, documentation, and model internalsor outputs necessary for evaluation.
From theAI Governance in Practice Report 2025:
"Access to technical documentation and system internals is essential to enable effective auditing, conformity checks, and accountability mechanisms." (p. 11, 34) Ais about liability, not auditability.
Bmatters for IP rights, not oversight.
Crelates to lifecycle responsibility but doesn't guarantee audit access.
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Question 19

Random forest algorithms are in what type of machine learning model?

Correct Answer: C
Random forest algorithms are classified as discriminative models. Discriminative models are used to classify data by learning the boundaries between classes, which is the core functionality of random forest algorithms.
They are used for classification and regression tasks by aggregating the results of multiple decision trees to make accurate predictions.
Reference: The AIGP Body of Knowledge explains that discriminative models, including random forest algorithms, are designed to distinguish between different classes in the data, making them effective for various predictive modeling tasks.
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Question 20

Which of the following is the least relevant consideration in assessing whether users should be given the right to opt out from an Al system?

Correct Answer: D
When assessing whether users should be given the right to opt out from an AI system, the primary considerations are feasibility, risk to users, and industry practice. Feasibility addresses whether the opt-out mechanism can be practically implemented. Risk to users assesses the potential harm or benefits users might face if they cannot opt out. Industry practice considers the norms and standards within the industry. However, the cost of alternative mechanisms, while important in the broader context of implementation, is not directly relevant to the ethical consideration of whether users should have the right to opt out. The focus should be on protecting user rights and ensuring ethical AI practices.
Reference: AIGP BODY OF KNOWLEDGE, sections discussing user rights and ethical considerations in AI.
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