Topic 3: Artificial Neural Networks

Question 1

12. What is a key feature of deep learning?

Accepted Answer

Automatically extracts features from data

Question 2

11. What structure is commonly used in deep learning models?

Accepted Answer

Neural networks

Question 3

5. Which of the following is a key component of Machine Learning?

Accepted Answer

Learning from data

Question 4

14. What is the role of an activation function in a neural network?

Accepted Answer

Introduce non-linearity

Question 5

6. Which type of machine learning involves labeled data?

Accepted Answer

Supervised Learning

Question 6

3. Which branch of AI focuses on giving machines the ability to learn from data?

Accepted Answer

Machine Learning

Question 7

4. What is the goal of Natural Language Processing (NLP) in AI?

Accepted Answer

To understand and generate human language

Question 8

9. Which of these is NOT a common application of machine learning?

Accepted Answer

Manual bookkeeping

Question 9

1. Which of the following best defines Artificial Intelligence (AI)?

Accepted Answer

A machine's ability to perform tasks that require human intelligence

Question 10

13. Which deep learning model is best for image recognition?

Accepted Answer

Convolutional Neural Network (CNN)

Question 11

15. Which of the following best differentiates deep learning from traditional machine learning?

Accepted Answer

DL can automatically learn features from raw data

Question 12

7. Which algorithm is commonly used for classification tasks in ML?

Accepted Answer

K-Nearest Neighbors (KNN)

Question 13

10. Deep Learning is a subset of which field?

Accepted Answer

Machine Learning

Question 14

2. Which of these is NOT an example of AI in use?

Accepted Answer

Manual typewriters

Question 15

8. What is overfitting in machine learning?

Accepted Answer

Model learns noise and performs poorly on new data

Questions 15