Free USAII CAIE Exam Questions

Become USAII Certified with updated CAIE exam questions and correct answers

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Total 450 Questions | Updated On: Mar 27, 2025

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Question 1

What is the key advantage of the "Thompson Sampling" method over the "Upper Confidence Bound" (UCB) method in Multi-Armed Bandits?

A : Thompson Sampling is simpler to implement

B : Thompson Sampling performs better in environments with large action spaces

C : Thompson Sampling naturally handles uncertainty in reward estimates

D : Thompson Sampling does not require parameter tuning

Answer: C

Question 2

What is a primary advantage of using sentence embeddings over word embeddings?

A : More Detailed Word Representations

B : Contextual Understanding of Sentences

C : Simplified Tokenization

D : Better Handling of Synonyms

Answer: B

Question 3

Which Monte Carlo method is particularly useful when dealing with episodic tasks where the environment is non-stationary?

A : Every-Visit MC

B : On-Policy MC

C : Off-Policy MC

D : First-Visit MC

Answer: C

Question 4

How can "machine learning algorithms" be used to improve traffic signal management?

A : By replacing physical traffic signals with virtual ones

B : By manually configuring signal timings for each traffic light

C : By increasing the number of physical sensors installed

D : By predicting and adjusting signal timings based on historical data

Answer: D

Question 5

What is the purpose of using "dynamic lane management" in traffic control?

A : To create additional lanes for emergency vehicles

B : To maintain the physical condition of road lanes

C : To synchronize lane changes with traffic signals

D : To assign lanes to different traffic types based on real-time demand

Answer: D

Page: 1 / 90

Total 450 Questions | Updated On: Mar 27, 2025

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