Free USAII CAIC Exam Questions

Become USAII Certified with updated CAIC exam questions and correct answers

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Total 480 Questions | Updated On: Dec 16, 2025

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Question 1

In NLP, what is the primary advantage of using word embeddings like Word2Vec over traditional one-hot encoding?

A : Reduced computational complexity

B : More effective handling of rare words

C : Ability to capture syntactic and semantic relationships between words

D : Easier interpretation of model results

Answer: C

Question 2

In reinforcement learning, what is the "reward function"?

A : A technique to update the policy used by the agent.

B : A measure of how quickly an agent can learn from its environment.

C : A function that evaluates the success of an action taken by the agent.

D : A function that estimates the future rewards based on current actions.

Answer: C

Question 3

In a business context, what is a key advantage of using abstractive summarization over extractive summarization for summarizing lengthy reports?

A : Abstractive summarization is faster and easier to implement

B : Abstractive summarization always maintains the original wording of the text

C : Abstractive summarization reduces the need for data preprocessing

D : Abstractive summarization can generate more coherent and concise summaries

Answer: D

Question 4

In the economics of AI, which of the following represents a negative externality?

A : Improved customer targeting through AI-driven marketing models

B : Increased automation leading to reduced production costs

C : AI enhancing productivity across multiple industries

D : The unintentional bias of AI systems causing discrimination in decision-making

Answer: D

Question 5

Which aspect of GANs is improved by using Spectral Normalization in the discriminator?

A : Training stability consistently.

B : Network interpretability broadly.

C : Loss function convergence overall.

D : Output diversity significantly.

Answer: A

Page: 1 / 96

Total 480 Questions | Updated On: Dec 16, 2025

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