Subject UT1

Question 1

What are the six stages of the AI Project Cycle

Answer 1

Problem scoping data acquisition data exploration modelling evaluation deployment

Question 2

What is the purpose of problem scoping

Answer 2

To define the goal and understand the problem

Question 3

What is data acquisition

Answer 3

Gathering data from reliable sources

Question 4

What is data exploration

Answer 4

Visualizing data to find patterns and relationships

Question 5

What happens during the modelling stage

Answer 5

Selecting and testing different models

Question 6

What is deployment in the AI Project Cycle

Answer 6

Integrating the AI solution into the real world

Question 7

What are the three domains of AI

Answer 7

Statistical data computer vision natural language processing

Question 8

What is statistical data in AI

Answer 8

Using large datasets to derive insights and make decisions

Question 9

Give an example of statistical data usage

Answer 9

Price comparison websites

Question 10

What is computer vision

Answer 10

Teaching machines to interpret and understand visual information

Question 11

Give one example of computer vision application

Answer 11

Facial recognition or self driving cars

Question 12

What is natural language processing

Answer 12

Enabling computers to understand and respond to human language

Question 13

Give an example of NLP

Answer 13

Email spam filters or language translation

Question 14

What is a framework

Answer 14

A structured approach to solve problems step by step

Question 15

What is an ethical framework

Answer 15

A structured guide to help make morally responsible decisions

Question 16

Why do we need ethical frameworks for AI

Answer 16

To prevent harm and ensure morally acceptable outcomes

Question 17

Name two main types of ethical frameworks

Answer 17

Sector based and value based

Question 18

What is a sector based framework

Answer 18

Ethical approach customized for a specific field like healthcare

Question 19

What is a value based framework

Answer 19

Framework that focuses on ethical principles and values

Question 20

What are the three value based ethical frameworks

Answer 20

Rights based utility based virtue based

Question 21

What is bioethics

Answer 21

An ethical framework used in healthcare and life sciences

Question 22

What are the four principles of bioethics

Answer 22

Respect for autonomy do not harm maximum benefit justice

Question 23

What is Artificial Intelligence

Answer 23

A technique that enables machines to mimic human intelligence

Question 24

What is Machine Learning

Answer 24

A subset of AI that improves performance with data and experience

Question 25

What is Deep Learning

Answer 25

A subset of ML that uses large datasets and self training algorithms

Question 26

What is labeled data

Answer 26

Data that has tags or labels indicating outcomes

Question 27

What is unlabeled data

Answer 27

Data without any attached tags or known outcomes

Question 28

What is supervised learning

Answer 28

Learning using labeled data to predict outcomes

Question 29

Give one example of supervised learning

Answer 29

Predicting if an email is spam or not

Question 30

What is unsupervised learning

Answer 30

Learning from unlabeled data to find patterns and groups

Question 31

Give one example of unsupervised learning

Answer 31

Customer segmentation based on shopping habits

Question 32

What is reinforcement learning

Answer 32

Learning through trial and error to maximize rewards

Question 33

Give one example of reinforcement learning

Answer 33

A robot learning to walk or park a car