2025-1 Intoduction to AI : Final Exam

Question 1

Which of following statements about the difference between machine learning and traditional programming is INCORRECT?

Accepted Answer

In machine learning, both rules and outputs are given to produce rules

Question 2

Which of the following functions is not linearly separable?

Accepted Answer

XOR function

Question 3

Which of the following is NOT a drawback of supervised learning?

Accepted Answer

Output is generated from previous experience

Question 4

Which of the following statements about supervised learning is INCORRECT?

Accepted Answer

The result is used as input for supervised learning

Question 5

Which of the following is NOT a classification method?

Accepted Answer

Clustering

Question 6

Which of the following is INCORRECT about unsupervised learning?

Accepted Answer

Learning is impossible without output information

Question 7

Which of the following is NOT a problem of the XOR function?

Accepted Answer

XOR cannot be solved by multilayer perceptron

Question 8

What is the learning method that uses trial-and-error and reward-based behavior learning?

Accepted Answer

Reinforcement learning

Question 9

Which of the following statements about classification and clustering is INCORRECT?

Accepted Answer

Classification separates clusters using straight lines

Question 10

Which of the following statements about reinforcement learning is INCORRECT?

Accepted Answer

Data mining techniques are an example of reinforcement learning

Question 11

Which machine learning methods are useful for recommendation systems, customer segmentation, and target marketing?

Accepted Answer

unsupervised learning

Question 12

What is the first learning rule that adjusts the connection strength between neuron i and neuron j?

Accepted Answer

Hebbian learning rule

Question 13

Why are neural networks known for their excellent parallelism?

Accepted Answer

Because each neuron acts as an independent processor

Question 14

Which of the following statements about the difference between classification and regression is INCORRECT?

Accepted Answer

Classification is unsupervised learning

Question 15

Which of the following is NOT one of the three types of learning based on the form of machine learning?

Accepted Answer

Regression

Question 16

Which of the following is NOT a representative nonlinear activation function used in neural networks?

Accepted Answer

XOR

Question 17

Which of the following is NOT a type of machine learning?

Accepted Answer

Christmas Tree

Question 18

Which learning method is suitable for real-time decision-making, AI games, and robot navigation?

Accepted Answer

Reinforcement learning

Question 19

Which of following statements about the relationship between machine learning and artificial intelligence is INCORRECT?

Accepted Answer

They have the same concepts and goals

Question 20

Which of the following is NOT a major unsupervised learning method in machine learning?

Accepted Answer

No correct answer

Question 21

Which of the following statements about machine learning is INCORRECT?

Accepted Answer

Has the same meaning as deep learning

Question 22

Which of the following statements about the structure and learning of a multilayer perceptron is INCORRECT?

Accepted Answer

Direct connection from output layer to input layer

Question 23

Which of the following statements about unsupervised learning is INCORRECT?

Accepted Answer

The result can be used as input for unsupervised learning

Question 24

What is the learning algorithm used in the multilayer perceptron model developed by Rumelhart and others?

Accepted Answer

Backpropagation algorithm

Question 25

What is the algorithm that finds a single decision boundary with the largest margin?

Accepted Answer

SVM

Question 26

Which machine learning methods are useful for image classification, fraud detection, and diagnosis?

Accepted Answer

Supervised learning

Question 27

Which of the following correctly pairs types of unsupervised learning?

Accepted Answer

Clustering - Dimensionality Reduction

Question 28

Which of the following statements about the backpropagation algorithm and local minima is INCORRECT?

Accepted Answer

The problem of local minima is completely solved in deep learning

Question 29

Which of the following is NOT related to the learning process of a multilayer perceptron?

Accepted Answer

SVM

Question 30

Which of the following is NOT one of the four core elements of reinforcement learning?

Accepted Answer

Observation

Question 31

Which of the following is NOT a consideration when designing a machine learning project?

Accepted Answer

None of the above

Question 32

Which of the following statements about K-Nearest Neighbor (K-NN) is INCORRECT?

Accepted Answer

k must be even to yield a majority vote

Question 33

Which of the following correctly pairs types of supervised learning?

Accepted Answer

Classification - Regression

2025-1 Intoduction to AI : Final Exam

Questions 33

2025-1 Intoduction to AI : Final Exam

Questions 33