SQP NEW SET 3

 KENDRIYA VIDYALAYA RAILWAY IDGAH AGRA

SESSION ENDING EXAMINATION FOR CLASS IX (SESSION 2025-2026)

SAMPLE QUESTION PAPER

( NEW SET-3 )

ARTIFICIAL INTELLIGENCE (SUBJECT CODE – 417)

Time Allowed : 2 Hours Maximum Marks : 50

General Instructions:

1. Please read the instructions carefully.

2. This Question Paper consists of 21 questions in two sections: Section

A & Section B.

3. Section A has Objective type questions whereas Section B contains

Subjective type questions.

4. Out of the given (5 + 16 =) 21 questions, a candidate has to answer (5

+ 10 =) 15 questions in the allotted (maximum) time of 2 hours.

5. All questions of a particular section must be attempted in the correct

order.

6. SECTION A - OBJECTIVE TYPE QUESTIONS (24 MARKS):

a. This section has 05 questions.

b. Marks allotted are mentioned against each question/part.

c. There is no negative marking.

d. Do as per the instructions given.

7. SECTION B – SUBJECTIVE TYPE QUESTIONS (26 MARKS):

a. This section has 16 questions.

b. A candidate has to do 10 questions.

c. Do as per the instructions given.

d. Marks allotted are mentioned against each question/part.

Section A: Objective Type Questions

1. Answer any 4 out of 6 questions on Employability Skills (1 x

4=4 Marks)

i. ________ is the sharing of information between two or more

individuals or within a group to reach a common understanding.

a) Cooperation b) Communication

c) Translation d) Coordination

1

ii. Dressing and grooming are important because they help us to look

_____.

a) look smart b) feel confident

about ourselves

c) make a good impression of ourselvesd) All of the above

1

iii. What does GPS stand for?

a) Global Positioning System b) Global Payment

System

c) Global Program System d) Global Pointing

System

1

iv. Which of the following is not a role of an entrepreneur?

a) Economic Development— Money in Circulation

b) Social Development—Creation of Jobs

c) Improved Standard of Living— live a more comfortable life.

d) Making Profits— Concentrate on making more and more profit.

1

v. A ___________ is an economic system that is compatible with the

natural environment while considering social issues.

a) Controlled economy b) Green economy

c) Social economy d) None of the above

1

vi. Which of the following is not a common use of the Internet?

a) Search information, E-mail and chatting

b) Entertainment, Shopping and Social networking

c) Online learning, Online banking and Online booking

d) None of these

1

2. Answer any 5 out of 6 questions (1 x 5 = 5 Marks)

i. What does NLP stand for in AI?

a) Neutral Learning Projection b) Neuro-Linguistic

Programming

c) Natural Language Processing d) Neural Logic Presentation

1

ii. In the given stage, the selected models are tested and analysed and

the most suitable AI-model is chosen and AI-algorithms are

developed around it.

a) Problem Scoping b) Data Acquisition

c) Data Exploration d) Modelling

1

iii. Data privacy aims to:

a) Prevent unauthorized access to data

1

b) Give individuals control over their personal data

c) Protect data from being lost or damaged

d) Detect and respond to cyber threats

iv. What is the purpose of finding patterns in numbers and images for

AI?

a) To make AI more complicated

b) To slow down AI’s learning process

c) To enable AI to make predictions and decisions

d) To confuse AI algorithms

1

v. What is Generative AI?

a) A type of AI that follows rules to perform tasks

b) An AI used for data analysis

c) A type of AI that creates new content

d) A robot that can paint pictures

1

vi. Which of the following are some ethical issues around AI?

a) Bias and Transparency b) Accountability

c) Cyber security and malicious use d) All of these

1

3. Answer any 5 out of 6 questions(1 x 5 = 5 Marks)

i. Data literacy refers to the ability to:

a) Write computer code b) Understand and analyse data

c) Create databases d) Operate software programs

1

ii. Which language is commonly used for AI programming?

a) Python b) C++ c) Java d) All of the

above

1

iii. Which of the following is an application of AI in healthcare?

a) Predicting stock prices b) Identifying diseases in

medical images

c) Recommending movies d) Analysing social media

data

1

iv. __________ is the practice of protecting digital information from

unauthorized access, corruption, or theft throughout its entire

lifecycle.

a) data security b) data literacy c) data privacy

d) data acquisition

1

v. What is data preprocessing?

a) Skipping the analysis step b) Ignoring

irrelevant data

c) Cleaning and preparing data for AI models d) None of

the above

1

vi. Processes, methods or systems used to collect information / from

websites related to a theme or objective is:

a) Web scraping b) Data Acquisition c) Survey d)

Interview

1

4. Answer any 5 out of 6 questions (1 x 5 = 5 Marks)

i. What is primary purpose of statistics in AI?

a) To collect and analyse data b) To solve mathematical

equations

c) To study historical events d) To predict future

outcomes

1

ii. AI uses _____ for Probability (predicting different events), Linear

Algebra (finding out unknown or missing values), Statistics

(Exploring data) and Calculus (training and improving AI model).

a) Math b) Pictures c) History d) Machines

1

iii. Which type of AI is refers to the algorithms that generate new data

that resembles human-generated content, such as audio, code,

images, text, simulations, and videos.

a) Conventional AI b)Symbolic AI

c) Generative AI d)Expert systems

1

iv. What is bias in AI?

a) None of the above b) Always making correct predictions

c) Random guessing d) Unfair treatment of data

1

v. In which stages of AI project cycle accuracy and efficiency of a

model is checked:

a) Problem scoping b) Data Exploration

c) Evaluation d) Modelling

1

vi. What role does statistics play in disease prediction ?

(a) Identifying risk factors

(b) Designing new medications

(c) Analyzing weather patterns

(d) Building bridges

1

5. Answer any 5 out of 6 questions (1 x 5 = 5 Marks)

i. Generative AI models use vast libraries of samples for

_______________ neural networks and other complicated

structures to produce new content based on those patterns.

Conventional AI employs fewer complex.

a) Accessing b) Manipulating c) Applying

d) Training

1

ii. Which of these is not a feature of Python?

a) Open-source software b) Easy to use

c) Interpreted language d) Case insensitive language

1

iii. The smallest individual building block in a Python is called:

a) Keyword b) Character c) Token d)

Punctuator

1

iv. Which of the following is the output of given expression:

>>> T= [5,10,15,20]

>>> T.append(55)

a) Error b) [5,10,15,20,55]

c) [5,10,15,20,” ”,55] d) [5,10,15,20,5,55]

1

v. In Python Programming, which of these is a mutable data type:

a) Integer b) List c) None d) String

1

vi. Which of these is an example of built-in functions?

a) for b) input () c) while d)

None of these

1

Section B: Subjective Type Questions

Answer any 3 out of 5 on Employability Skills (2 x 3 = 6 Marks)

6. What is visual communication? 2

7. How does self-management improve productivity? 2

8. What is web server? 2

9. Define the role and benefits of entrepreneurship. 2

10. What do you mean by green economy? 2

Answer any 4 out of 6 questions (2 x 4 = 8 Marks)

11. What are the major applications of AI in daily life? 2

12. Define the importance of data in AI models. 2

13. Explain the Data Literacy process framework. 2

14. What do you mean by data acquisition? 2

15. How does AI impact industries like healthcare and agriculture? 2

16. What are the features of Python? 2

Answer any 3 out of 5 questions (4 x 3 =12 Marks)

17. What are the different domains of AI? Explain. 4

18. Explain different data processing techniques. 4

19. What are the applications of statistics in AI in solving real world

problems? Explain any four.

4

20. Explain the benefits and limitations of using Generative AI. 4

21. Write a Python program to input any five numerical values in the

list and print all even values. Also count and display how many

even values are there in the list.

4

KENDRIYA VIDYALAYA SANGATHAN

CLASS-IX, ARTIFICIAL INTELLIGENCE

SAMPLE SESSION ENDING EXAM 2025-26

Max.Time:02 Hrs SET-3 Max. Marks:50

Marking Scheme

* Step marking may be awarded wherever applicable.

Section A: Objective Type Questions

Answer any 4 out of 6 questions on Employability Skills (1 x

=4 Marks)

i. ) Communication

ii. ) All of the above

iii. ) Global Positioning System

iv. ) Making Profits— Concentrate on making more and more

rofit.

v. ) Green Economy

vi. ) None of these

Answer any 5 out of 6 questions (1 x 5 = 5 Marks)

) Natural Language Processing

. ) Modelling

i. ) Prevent unauthorized access to data

v. ) To enable AI to make predictions and decisions

) A type of AI that creates new content

i. ) All of these

Answer any 5 out of 6 questions (1 x 5 = 5 Marks)

) Understand and analyse data

. ) Python

i. ) Identifying diseases in medical images

v. ) data security

) Cleaning and preparing data for AI models

i. ) Web scraping

Answer any 5 out of 6 questions (1 x 5 = 5 Marks)

) To collect and analyse data

. ) Math

i. ) Generative AI

v. ) Unfair treatment of data

) Evaluation

i. ) Identifying risk factors

Answer any 5 out of 6 questions (1 x 5 = 5 Marks)

i. ) Training

ii. ) Case insensitive language

iii. ) Token

iv. ) [5,10,15,20,55]

v. ) List

vi. ) input ()

Section B: Subjective Type Questions

Answer any 3 out of 5 on Employability Skills (2 x 3 = 6 Marks)

Visual communication is a type of communication in which the

messages are conveyed through pictures, signboards, logos etc.

elf-management improves productivity by:

· Helping in time management

· Reducing stress

· Enhancing focus and efficiency

· Stay positive

Or

marks for any correct answer

Webserver is a computer connected to the internet that stores or

osts the files and documents of web sites on it.

Role of Entrepreneurship: (any four points)

Economic Development: Money in Circulation

Social Development: Creation of Jobs

Improved Standard of Living: More things available to live a

omfortable life

Optimal Use of Resources

More Benefits at Lower Prices Products and Services at

ompetitive Prices

2 marks for any correct answer

0. Green economy is an economic system that is compatible with

atural environment while considering social issues.

Answer any 4 out of 6 questions (2 x 4 = 8 Marks)

1. Applications of AI in daily life: -

· Healthcare

· Agriculture

· Education

· Content creation

· Business

Or

marks for any correct answer

2. ata is crucial in AI because it:

· Helps in training AI models

· Improves accuracy of predictions

· Allows machine learning models to improve over time

Or

marks for any correct answer

3. he data literacy framework provides guidance on using data

fficiently and with all levels of awareness. Data literacy

amework is an iterative process with Plan, Communicate,

Assess, Prescriptive Learning, Evaluate

4. ata acquisition refers to the process of collecting data keeping in

mind the scope and parameters of the problem scoping.

5. How does AI impact industries like healthcare and agriculture?

6. eatures of Python: -

· Open-source software

· Easy to use

· Interpreted language

· Platform independent

Or

2 marks for any correct answer

Answer any 3 out of 5 questions (4 x 3 =12 Marks)

7. ifferent domains of AI: -

· Data Science

· Computer Vision

· Natural Language Processing

mark each for each definition and 1 mark for explaining

ML/Big Data/ Data Mining/ sub-categories of NLP)

8. ifferent data processing techniques: -

· Data cleaning

· Data reduction

· Data transformation

· Data integration

mark each for each explanation

9. Applications of statistics: -

· Disaster management

· Sports

· Disease Prediction

· Weather Forecast

1 mark each for correct explanation of each or any other

correct explanation

0. enefits of using Generative AI: -

· Creativity

· Efficiency

· Innovation

· Data Generation

imitations of using Generative AI: -

· Quality

· Bias

· Ethics

· Quality

marks for any 02 benefits and 02 marks for 02 limitations

1. st1=[ ]

or k in range(0,5):

val=int(input(“Enter any value”))

list1.append(val)

or j in list1:

if j%2!=0:

print(j)

SQP 2 NEW SET 2

KENDRIYA VIDYALAYA RAILWAY IDGAH AGRA

SESSION ENDING EXAMINATION FOR CLASS IX (SESSION 2025-2026)

SAMPLE QUESTION PAPER:( NEW SET-2 )

ARTIFICIAL INTELLIGENCE (SUBJECT CODE - 417)

Time Allowed : 2 Hours Maximum Marks : 50

General Instructions:

1. Please read the instructions carefully.

2. This Question Paper consists of 21 questions in two sections: Section

A & Section B.

3. Section A has Objective type questions whereas Section B contains

Subjective type questions.

4. Out of the given (5 + 16 =) 21 questions, a candidate has to answer (5

+ 10 =) 15 questions in the allotted (maximum) time of 2 hours.

5. All questions of a particular section must be attempted in the correct

order.

6. SECTION A - OBJECTIVE TYPE QUESTIONS (24 MARKS):

i. This section has 05 questions.

ii. Marks allotted are mentioned against each question/part.

iii. There is no negative marking.

iv. Do as per the instructions given.

7. SECTION B – SUBJECTIVE TYPE QUESTIONS (26 MARKS):

i. This section has 16 questions.

ii. A candidate has to do 10 questions.

iii. Do as per the instructions given.

iv. Marks allotted are mentioned against each question/part.

Section A: Objective Type Questions

1. Answer any 4 out of 6 questions on Employability Skills (1

x 4=4 Marks)

i. What are the key components of effective communication?

a) Coding and decoding

b) Speaking and listening

c) Only writing

d) None of the above

1

ii. Which skill is the most important in self-management?

a) Laziness

b) Time management

c) Ignoring responsibilities

d) None of the above

1

iii. What is the full form of ICT?

a) Information and Communication Technology

b) Internet and Computer Technology

c) International Coding Techniques

d) None of the above

1

iv. What is a key characteristic of entrepreneurship?

a) Risk-taking ability

b) Desire to earn money only

c) Preference for a secure job

d) Only making plans

1

v. What is the primary goal of green skills?

a) Harm the environment

b) Promote sustainable development

c) Only enhance business

d) None of the above

1

vi. Which of these is NOT a self-management skill?

a) Goal setting

b) Procrastination

c) Time management

d) Stress management

1

2. Answer any 5 out of 6 questions(1 x 5 = 5 Marks)

i. What is the full form of AI?

a) Automated Intelligence

b) Artificial Intelligence

c) Advanced Innovation

d) Artificial Integration

1

ii. How many stages are there in a project cycle?

a) 2

b) 4

c) 6

d) 8

1

iii. Which skill is essential for data literacy?

a) Understanding data

b) Analysing data

c) Using data effectively

d) All of the above

1

iv. Where is statistics and probability used in AI?

a) In machine learning

b) Only in mathematics

c) Only in games

d) None of the above

1

v. What does Generative AI do?

a) Only stores data

b) Creates new content

c) Helps in running the internet

d) None of the above

1

vi. What is an AI model?

a) A program that learns from data

b) A set of rules

c) Only a mathematical formula

d) None of the above

1

3. Answer any 5 out of 6 questions(1 x 5 = 5 Marks)

i. Which skill is not involved in becoming data literate?

a) Data collection and organization

b) Basic statistics

c) Data encryption

d) Data visualization

1

i Which language is commonly used for AI programming?

a) Python

b) C++

c) Java

d) All of the above

1

i What mathematical technique is commonly used to adjust the

parameters of AI models to minimize errors?

a) Regression analysis

b) Gradient descent

c) Matrix factorization

d) Monte Carlo simulation

1

i What is an example of AI in daily life?

a) Pen and paper calculations

b) Voice assistants

c) Traditional farming

d) None of the above

1

v What is data preprocessing?

a) Skipping the analysis step

b) Ignoring irrelevant data

c) Cleaning and preparing data for AI models

d) None of the above

1

v What does a chatbot do?

a) Communicates with users

b) Writes programs automatically

1

c) Only performs calculations

d) None of the above

4. Answer any 5 out of 6 questions(1 x 5 = 5 Marks)

i. Which is one of the activities involved in the field of

statistics?

a) Conducting a survey

b) Writing AI algorithms

c) Designing hardware for AI

d) Developing user interface

1

i What is deep learning?

a) Only used in gaming

b) Only used in mathematics

c) A subset of machine learning using neural networks

d) None of the above

1

i Which type of AI is used for tasks such as image and speech

synthesis?

a) Conventional AI

b) Symbolic AI

c) Generative AI

d) Expert systems

1

i What is bias in AI?

a) None of the above

b) Always making correct predictions

c) Random guessing

d) Unfair treatment of data

1

v How does AI improve healthcare?

a) By making laws

b) By performing surgeries

c) By diagnosing diseases

d) None of the above

1

v Which two are examples of descriptive statistics?

a) Median and correlation.

b) Mean and standard deviation.

c) Mode and regression analysis.

d) Variance and Hypothesis testing.

1

5. Answer any 5 out of 6 questions(1 x 5 = 5 Marks)

i. Match the following

A B

i. Probability a.Exploring data

ii.Calculus b. Finding out unknown or missing

values

iii.Statistics c.Predicting different events

iv.Linear

Algebra

d.Training and improving AI models

a) i-c, ii-d, iii-a, iv-b

b) i-a, ii-b, iii-c, iv-d

c) i-b, ii-d, iii-a, iv-c

d) i-d, ii-c, iii-a, iv-b

1

ii. In Python, which of the following characters is used to create

single line comment

a) //

b) #

c) !

d) /*

1

iii. An identifier cannot start with a ________

a) Number

b) Character

c) Underscore

d) None of the above

1

iv. T=[10,20,30,40] is a type of which datatype in python

a) int

b) string

c) list

d) tuple

1

v. In Python Programming, which is considered as keyword:

a) var

b) data

c) time

d) and

1

vi. Which statement is a sequence of more than one statements?

a) Control statement

b) Compound statement

c) Single statement

1

d) Sequence Statement

Section B: Subjective Type Questions

Answer any 3 out of 5 on Employability Skills (2 x 3 = 6 Marks)

6. What are the main components of effective communication? 2

7 How does self-management improve productivity? 2

8.. Explain the role of ICT in the modern world. 2

9. Why is entrepreneurship important in economic development? 2

10. What is the importance of green skills? 2

Answer any 4 out of 6 questions (2 x 4 = 8 Marks)

11. What are the major applications of AI in daily life? 2

12. Define the importance of data in AI models. 2

13. Define Data Literacy. 2

14. Aman is confused, how probability theory is utilized in

artificial intelligence, help Aman by providing an example to

illustrate its importance.

2

15. How does AI impact industries like healthcare and finance? 2

16. Why is Python widely used in AI development? 2

Answer any 3 out of 5 questions (4 x 3=12 Marks)

17. Write a program to input any number and check whether the

number is even or odd.

4

18. How does probability play a role in AI models 4

19. Explain the process of Data Acquisition. 4

20. Explain the difference between ML and Deep learning(DL) 4

21. Considering the ethical challenges associated with generative

AI, what are your thoughts on establishing guidelines or

regulations to ensure responsible use of these technologies?

How can we balance the potential benefits and risks?

4

KENDRIYA VIDYALAYA SANGATHAN

CLASS-IX, ARTIFICIAL INTELLIGENCE(MARKING SCHEME)

SESSION ENDING EXAM 2025-26

MM:50 SET-2

TIME:02 HRS

Section A: Objective Type Questions

1. Answer any 4 out of 6 questions on Employability Skills (1 x

4=4 Marks)

i. b) Speaking and listening 1

ii. b) Time management 1

iii. a) Information and Communication Technology 1

iv. a) Risk-taking ability 1

v. b) Promote sustainable development 1

vi. b) Procrastination 1

2. Answer any 5 out of 6 questions (1 x 5 = 5 Marks)

i. b) Artificial Intelligence 1

ii. c) 6 1

iii. d) All of the above 1

iv. a) In machine learning 1

v. b) Creates new content 1

vi. a) A program that learns from data 1

3. Answer any 5 out of 6 questions(1 x 5 = 5 Marks)

i. c) Data encryption 1

ii. d) All of the above 1

iii. b) Gradient descent 1

iv. b) Voice assistants 1

v. c) Cleaning and preparing data for AI models 1

vi. a) Communicates with users 1

4. Answer any 5 out of 6 questions(1 x 5 = 5 Marks)

i. a) Conducting a survey 1

ii. c) A subset of machine learning using neural networks 1

iii. c) Generative AI 1

iv. d) Unfair treatment of data 1

v. c) By diagnosing diseases 1

vi. b) mean and standard deviation 1

5. Answer any 5 out of 6 questions(1 x 5 = 5 Marks)

i. a) i-c, ii-d, iii-a, iv-b 1

ii. b) # 1

iii. a) Number 1

iv. c) list 1

v. d) and 1

vi. b) Compound statement

Section B: Subjective Type Questions

Answer any 3 out of 5 on Employability Skills (2 x 3 = 6 Marks)

6 The main components of effective communication are:

· Sender

· Message

· Medium

· Receiver

· Feedback

2

7 Self-management improves productivity by:

· Helping in time management

· Reducing stress

· Enhancing focus and efficiency

· Stay positive

Or

2 marks for any correct answer

2

8 ICT (Information and Communication Technology) plays a

key role in:

· Digital communication

· Online education

· E-commerce and automation

· Workplace

Or

2 marks for any correct answer

2

9 Entrepreneurship contributes to economic development by:

· Creating jobs

· Encouraging innovation

· Boosting GDP growth

· Value Creation

Or

2 marks for any correct answer

2

10 Green skills are important because they:

· Promote sustainable development

· Reduce environmental impact

· Help in resource conservation

· Development of green jobs

Or

2 marks for any correct answer

2

Answer any 4 out of 6 questions (2 x 4 = 8 Marks)

11 AI is used in:

· Voice assistants (Siri, Alexa)

· Chatbots

· Smart home devices

· Recommendation systems (Netflix, YouTube)

Or

2 marks for any correct answer

2

12 Data is crucial in AI because it:

· Helps in training AI models

· Improves accuracy of predictions

· Allows machine learning models to improve over time

Or

2 marks for any correct answer

2

13 Data literacy is the ability to understand, analyse, and use data

effectively in decision-making. It is the ability to read,

understand, create and communicate data as information.

Or

2 marks for any correct answer

2

14 In Machine Learning and predictive

models(Classification)-In AI, probability theory is used

extensively in ML, especially for classification problems.

Imagine you're training a model to classify emails as

"spam" or "not spam." The model learns patterns from the

data, but it doesn't give a "yes" or "no" answer. Instead, it

provides a probability that an email is spam or not Or

any suitable example

2

15 · Healthcare: AI helps in disease detection, personalized

medicine.

· Finance: AI improves fraud detection, risk

management.

2

Or

2 marks for any correct answer

16 Python is popular in AI because:

· It has extensive libraries like TensorFlow, PyTorch.

· It is easy to learn and use.

· It supports large-scale AI models.

· Portability

· Free and Open source

Or

2 marks for any correct answer

2

Answer any 3 out of 5 questions (4 x 3=12 Marks)

17 N = int(input(“Enter a number))

if N % 2 == 0:

print( “This is an Even number “)

else:

print( "This is an Odd number")

OR

4 marks for any correct answer

4

18 Probability plays a crucial role in AI models by :

· Allowing them to handle uncertainty and make

informed decisions even when dealing with incomplete

information.

· Essentially providing a mathematical framework to

quantify the likelihood of different outcomes based on

available data.

· Enabling AI systems to learn and predict with

confidence, even when faced with ambiguous

situations.

· Making decisions under uncertainty.

Or

4 marks for any correct answer

4

19 Data Acquisition, also known as acquiring data, refers to the

procedure of gathering data. This involves searching for

datasets suitable for training AI models. The process typically

comprises three key steps .

· Acquiring Data – Sample Data Discovery: E.g. If we

want to collect data for making a CV model for a

self-driving car, we will require pictures of roads and

the objects on roads. We can search and download this

data from the internet. This process is called data

discovery Acquiring Data.

· Sample Data Augmentation: Data augmentation means

increasing the amount of data by adding copies of

existing data with small changes. The image given here

does not change, but we get data on the image by

changing different parameters like color and brightness.

New data is added by slightly changing the existing

data Acquiring Data .

· Sample Data Generation: Data generation refers to

generating or recording data using sensors. Recording

temperature readings of a building is an example of

data generation. Recorded data is stored in a computer

in a suitable form.

Or

4 marks for any correct answer

4

20 Machine Learning, or ML, enables machines to improve at

tasks with experience. The machine learns from its mistakes

and takes them into consideration in the next execution. It

improvises itself using its own experiences.

Deep Learning, or DL, enables software to train itself to

perform tasks with vast amounts of data. In deep learning, the

machine is trained with huge amounts of data which helps it

into training itself around the data. Such machines are

intelligent enough to develop algorithms for themselves.

Or

4 marks for any correct answer

4

21 Establishing guidelines or regulations to ensure the

responsible use of generative AI is crucial, especially as the

technology evolves and its applications expand across

different industries. The goal is to maximize its benefits while

minimizing potential harm, and finding a balance between

innovation and caution is key. Here's how we can approach it.

1. Clear Ethical Guidelines and Frameworks

2. Protecting Privacy and Data Security

3. Addressing Bias and Fairness

4. Encouraging Public Awareness and Education

Or

4 marks for any correct answer

SPECIAL ITEM PRESENTING BY CLASS 9TH STUDENT RASHI

 Special item Explanation by PRINCIPAL SIR 👇