Free USAII CAIS Exam Questions

Become USAII Certified with updated CAIS exam questions and correct answers

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Total 540 Questions | Updated On: Feb 20, 2025

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Question 1

What assumption is crucial for linear regression to provide unbiased estimates?

A : Homoscedasticity

B : Multicollinearity

C : Polynomial terms

D : Categorical data

Answer: A

Question 2

What role does the decision boundary play in linear classification algorithms?

A : It defines the hyperplane that maximizes the margin.

B : It determines the probability thresholds for classification.

C : It separates the classes based on the feature space.

D : It adjusts the learning rate to optimize performance.

Answer: C

Question 3

What is the primary objective of a Denoising Autoencoder?

A : To reconstruct clean data from noisy inputs

B : To add noise to the input for robust learning

C : To compress data

D : To handle missing values

Answer: A

Question 4

What method would you use to apply a ReLU activation function element-wise in a PyTorch model?

A : torch.nn.functional.relu()

B : torch.nn.ReLU()

C : apply_relu()

D : relu()

Answer: A

Question 5

Which challenge is commonly associated with deploying Edge AI solutions?

A : Limited computational power and resources on edge devices

B : Complex data integration with central cloud systems

C : High bandwidth requirements for edge-to-cloud data transfer

D : Increased latency due to local data processing

Answer: A

Page: 1 / 108

Total 540 Questions | Updated On: Feb 20, 2025

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