Unit 5: AI and Contemporary Technologies – Class 10 SEE Computer Science Notes
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AI and Contemporary Technologies

5.1 Artificial Intelligence (AI) and Machine Learning (ML)

What is Artificial Intelligence?

Artificial Intelligence (AI) is a fascinating branch of computer science focused on creating machines that can think, learn, and act like humans. Instead of just storing data, AI-powered computers are programmed to copy human intelligence. They can reason, solve problems, plan, understand spoken language, and even identify objects visually.

What is Machine Learning?

In the past, computers were completely rigid—they could only do exactly what they were programmed to do, step-by-step. Today, Machine Learning (ML) has changed the game.

Machine Learning is a crucial subset of AI. It gives computers the ability to learn from large amounts of data and improve their own performance over time without being directly programmed.

Example: Instead of writing thousands of rules to teach a computer what a “cat” looks like, we simply feed it thousands of pictures of cats. The ML algorithm finds patterns on its own and learns to identify a cat!

Comparing AI and ML

Feature Artificial Intelligence (AI) Machine Learning (ML)
Definition The broad science of making computers think and behave like humans. A specific subset of AI focused on making computers learn from datasets.
Focus Uses reasoning, natural language processing, and problem-solving. Focuses purely on finding patterns and making predictions based on data.
Scope Includes physical robots, smart assistants, and generative chatbots. Includes algorithms like email spam filters and YouTube video suggestions.

Major Applications of AI and ML

AI Applications:

Gaming: AI acts as challenging computer opponents calculating millions of moves instantly.
Natural Language Processing (NLP): Allows computers to understand human speech (e.g., Siri, Alexa).
Automated Grading: Tools like Grammarly or Google Forms use AI to instantly check and grade assignments.
Personalized Learning: Apps like Duolingo adapt to a student’s unique learning speed.
Computer Vision: Face-unlock on smartphones and handwriting recognition.

ML Applications:

Email Spam Detection: ML automatically routes dangerous junk emails away from your inbox.
Self-Driving Cars: ML recognizes stop signs and pedestrians for split-second driving decisions.
Fraud Detection: Banks use ML to monitor accounts and flag suspicious activities.
Social Media Feeds: Platforms like TikTok use ML to analyze what you watch and suggest more content.

5.2 Learning Techniques

A modern computer learns from data to make decisions. There are two primary ways we train these machines:

1. Supervised Learning:

Think of this as learning with a teacher. In supervised learning, the machine is given a dataset that already has clear labels or answers.

Example: You show the computer 100 images labeled “Tiger” and 100 images labeled “Lion.” It learns the differences using these correct answers.

2. Unsupervised Learning:

Think of this as learning by exploring. The computer is given a massive pile of raw data with no labels and no guidance. It has to figure out the patterns and group things on its own.

Example: You give the computer 200 mixed animal pictures without any labels. It groups them into two distinct categories simply based on similarities in fur and shape.

5.3 AI in Robotics & 5.4 Generative AI

AI in Robotics

Robotics is the study of designing, building, and operating robots. By integrating AI, these robots become smart. They use sensors to “see” and “hear”, allowing them to perform complex tasks automatically. They are perfect for:

Dangerous Jobs: Bomb disposal, fighting fires, deep-ocean or space exploration.
Daily Life: Factory assembly arms, surgical robots, and smart vacuum cleaners.

Generative AI (Gen AI)

Earlier computers could only search for existing info. Generative AI actually creates brand new, original content! It can produce original essays, write code, compose music, or paint pictures based on user prompts.

Copilot: Developed by Microsoft/GitHub. Helps programmers write code faster.
ChatGPT: Developed by OpenAI. A powerful chatbot for human-like conversations and essays.
Gemini: Developed by Google DeepMind. An advanced smart assistant integrated into Google tools.

5.5 Ethics in AI (Bias, Privacy, and Security)

As machines become smarter, we must ensure they are safe and fair. Ethics in AI focuses on making responsible machines that do not cause harm.

Bias in AI: AI learns from past human data. If the historical data is unfair, the AI will make unfair decisions (e.g., unfairly rejecting certain job applicants). We must correct this bias.
Privacy in AI: AI tools require massive amounts of personal data. This must be kept strictly confidential to prevent identity theft or spying.
Security in AI: Systems must be protected from hackers. If a hacker tampers with a self-driving car’s training data, the AI might learn to ignore red lights.

5.6 IoT & 5.7 Extended Reality (XR)

Internet of Things (IoT)

The IoT is the network of everyday physical objects (TVs, cars, watches) connected to the internet. These objects use sensors to collect data and talk to each other without human intervention. This creates Smart Homes and Smart Cities.

Virtual and Extended Reality

Virtual Reality (VR): A completely computer-generated environment that feels 100% real (requires a headset).
Augmented Reality (AR): Projects digital images on top of the real physical world (e.g., Pokémon GO).
Extended Reality (XR): The umbrella term covering both VR and AR, blending real and digital worlds.

5.8 Cloud Computing & 5.9 e-Services

Cloud Computing

Allows you to rent data storage, servers, and software over the internet instead of buying physical hard drives. Providers include AWS, Google Cloud, and Microsoft Azure.

SaaS (Software as a Service): Using software in your browser (e.g., Gmail, Google Docs).
PaaS (Platform as a Service): Providing environments for developers to build apps.
IaaS (Infrastructure as a Service): Renting raw hardware like servers and storage networks over the internet.

e-Commerce, e-Governance, and e-Education

e-Commerce: Buying and selling goods online. Merits: Shop 24/7. Demerits: Risk of scams, delivery delays.
e-Governance: Government services provided directly online (passports, licenses). Merits: Stops corruption, faster service.
e-Education: Learning via modern technology. Merits: Study at your own pace. Demerits: Relies heavily on stable internet.

Exercise 1: Choose the correct answer.

Select an option to view the correct answer and justification.

1. Which of the following is not related to AI?
a) Behaving like human
b) Learning from past experience
c) Putting human brain in machine
d) Solving problems themselves.
Correct Answer: c) Putting human brain in machine
Justification: AI uses algorithms and computing power to mimic human intelligence and problem-solving. It does not involve biologically transplanting a physical human brain into a machine.
2. Which of the following is an example of AI?
a) Self-driving cars
b) Siri
c) Alexa
d) All of the above
Correct Answer: d) All of the above
Justification: Self-driving cars use computer vision, while Siri and Alexa use Natural Language Processing. All three are major examples of Artificial Intelligence in action.
3. Which of the following is not an application of AI?
a) Gaming
b) Automated grading
c) Expert system
d) Manual typewriting
Correct Answer: d) Manual typewriting
Justification: Manual typewriting is a purely mechanical human task that involves zero intelligent computing, learning, or automation.
4. In which type of learning is trained data used with correct answers?
a) Supervised
b) Unsupervised
c) Semi supervised
d) Deep learning
Correct Answer: a) Supervised
Justification: Supervised learning acts like a teacher—the machine is provided with a training dataset that is heavily labeled with the “correct answers” so it learns to identify them.
5. Which of the following learning has no hints or labels in data?
a) Supervised
b) Unsupervised
c) Semi supervised
d) Deep learning
Correct Answer: b) Unsupervised
Justification: In unsupervised learning, the computer explores raw, completely unlabelled data on its own to organically discover hidden patterns and groupings.
6. Choose the AI chatbot developed by Google.
a) Deepseek
b) Copilot
c) ChatGPT
d) Gemini
Correct Answer: d) Gemini
Justification: Gemini is Google’s advanced flagship AI chatbot. (Copilot is Microsoft, and ChatGPT is OpenAI).
7. If you are a programmer, which chatbot will be more beneficial for you?
a) Copilot
b) ChatGPT
c) Deepseek
d) Gemini
Correct Answer: a) Copilot
Justification: While all chatbots can code, the text specifically highlights Microsoft’s Copilot (integrated with GitHub) as an AI built specifically to help programmers write code and texts easier.
8. Which of the following is a service of cloud computing?
a) IaaS
b) SaaS
c) PaaS
d) All of the above
Correct Answer: d) All of the above
Justification: Cloud computing provides Infrastructure as a Service (IaaS), Software as a Service (SaaS), and Platform as a Service (PaaS).
9. What is the process of buying and selling goods online called?
a) E-commerce
b) Daraz
c) Online shopping
d) None of the above
Correct Answer: a) E-commerce
Justification: E-commerce (Electronic Commerce) is the broad, formal terminology for purchasing and selling goods and services over the internet.
10. Which of the following is an e-Education tool?
a) Google classroom
b) Zoom
c) ChatGPT
d) Google meet
Correct Answer: a) Google classroom
Justification: Google Classroom is explicitly designed as a dedicated e-Education platform to manage student assignments, grades, and digital lessons.
11. Which of the following is an example of e-governance?
a) Online driving license renewal
b) Online passport
c) Online fuel
d) Both a and b
Correct Answer: d) Both a and b
Justification: The text explicitly mentions applying for passports and licenses from home via government websites as core examples of e-Governance.

Exercise 2: Write short answers to these questions.

1. Write any two popular e-commerce sites in Nepal. 2 Marks
Two popular e-commerce websites in Nepal are Daraz and Sastodeal (or Gyapu).

2. Define e-governance. 2 Marks
e-Governance is the use of digital devices, the internet, and modern communication technologies to transparently and efficiently provide government services (like issuing licenses and passports) directly to citizens online.

3. Mention any two applications of AI. 2 Marks
Two major applications of AI are Natural Language Processing (like Siri and Alexa) and Automated Grading (using AI to instantly score student tests).

4. Which chatbot is useful for generating texts and images? Mention any two. 2 Marks
ChatGPT (developed by OpenAI) and Gemini (developed by Google) are incredibly useful advanced chatbots that can generate both complex text and original images.

5. List any two applications of VR. 2 Marks
Virtual Reality (VR) is widely applied in Education/Training (like practicing virtual surgeries or flying planes) and Entertainment (immersive 3D video games).

6. Write two advantages of e-education. 2 Marks
Two advantages of e-education are that it allows learners to study conveniently at their own pace, and it is accessible from anywhere in the world at any time, saving travel costs.

7. Write two examples of e-governance in Nepal. 2 Marks
Two examples are applying for the National Identity Card online and filling out the Online Driving License application form.

8. What are the two popular e-commerce websites of Nepal? 2 Marks
Daraz and Sastodeal are widely used for online shopping and delivery in Nepal.

9. Write two applications of cloud computing. 2 Marks
Two daily applications of cloud computing are Google Drive (using IaaS to store personal files remotely) and Google Docs/Gmail (using SaaS to edit documents online without installing software).

10. List any four popular generative AI. 2 Marks
Four popular generative AI tools are ChatGPT, Microsoft Copilot, Google Gemini, and DALL·E (an image generator).

Exercise 3: Long Answer Questions.

1. Define Artificial Intelligence (AI). Describe at least five of its practical applications in daily life. 4 Marks

Artificial Intelligence (AI) is a specialized branch of computer science focused on designing machines that can mimic human intelligence—meaning they can reason, learn, solve problems, and understand languages.

Five practical applications include:

Smart Assistants: AI like Siri or Alexa use Natural Language Processing to answer questions and control smart homes.
Personalized Learning: Apps like Duolingo adapt lessons specifically to how fast an individual student learns.
Computer Vision: Smartphone face-unlock features use AI to instantly recognize and verify a user’s facial geometry.
Automated Grading: Tools like Grammarly use AI to correct spelling, check grammar, and evaluate essays for students and professionals.
Self-Driving Cars: Vehicles use AI cameras to identify pedestrians, read traffic lights, and navigate safely without a human driver.

2. What is machine learning (ML)? Explain how machine learning is related to Artificial Intelligence with suitable examples. 4 Marks

Machine Learning (ML) is a technology where computers learn from vast amounts of data and improve their performance over time without being explicitly programmed with step-by-step instructions.

Relationship to AI: AI is the broad umbrella term for making machines smart, whereas ML is the specific engine or subset inside AI that actually allows the machine to learn. For example, AI is the concept of having a smart “Self-Driving Car”. Machine Learning is the specific process where the car is shown 100,000 pictures of stop signs so that it learns what a stop sign looks like organically.


3. Describe any four major applications of machine learning in real-world scenarios such as education, healthcare, or transportation. 4 Marks
Email Spam Detection: ML algorithms analyze incoming emails, learn the patterns of scam messages, and automatically filter them out to keep users safe.
Transportation (Self-Driving Cars): ML systems constantly analyze real-time video feeds of roads to safely steer, brake, and navigate traffic.
Fraud Detection (Banking): ML monitors millions of bank transactions daily, instantly flagging unusual spending patterns (like a sudden purchase in a foreign country) to prevent credit card theft.
Social Media Feeds: Platforms like TikTok use ML to monitor which videos you enjoy, automatically learning your preferences to customize your video feed.

4. Differentiate between supervised and unsupervised learning. Use examples to illustrate how each type functions. 4 Marks

Supervised Learning: The computer learns using a “labeled” dataset. It is acting like a student with a teacher giving them the answer key.

Example: You feed the computer 1,000 pictures clearly labeled “Spam Email” and 1,000 labeled “Safe Email”. The computer learns the exact difference based on these labels.

Unsupervised Learning: The computer learns using raw, “unlabeled” data. There is no teacher and no answer key; the computer must organically find hidden patterns on its own.

Example: You give the computer purchase receipts for 1,000 grocery store customers without any instructions. The AI figures out on its own that people who buy bread also tend to buy butter, and groups them together.


5. Explain the role of robotics in modern industries. Discuss how robots have transformed various sectors like healthcare, manufacturing, or education. 4 Marks

Robotics involves building intelligent machines equipped with sensors to perform complex, automated tasks. They transform industries by doing jobs that are too dangerous, heavy, or precise for human hands.

In Manufacturing: Robotic arms work 24/7 assembling cars and welding parts with extreme speed and zero fatigue, massively increasing factory production.
In Healthcare: Robotic systems assist surgeons by making ultra-precise, tiny incisions during critical operations that a shaky human hand could never achieve.
In Defense/Hazardous Fields: Robots are deployed to safely defuse bombs or explore deep ocean trenches, keeping humans completely out of harm’s way.

6. What is Generative AI? Discuss its importance and how it is changing the way we create digital content such as images, videos, and text. 4 Marks

Generative AI is a breakthrough technology that does not just search for existing information—it creates completely original content from scratch based on user prompts.

Its importance is revolutionary because it drastically speeds up the creative process. Instead of spending days writing a report, a professional can ask ChatGPT to draft it in seconds. Instead of hiring a graphic designer, a user can ask an image-generator to paint “a robot reading a book” and receive original artwork instantly. It democratizes creativity, allowing anyone with an idea to bring it to life as text, music, or video immediately.


7. Discuss the role of the Internet of Things (IoT) in the development of smart cities. Include examples of how IoT improves urban life. 4 Marks

The Internet of Things (IoT) refers to physical everyday objects equipped with internet sensors that communicate data automatically. In a “Smart City,” IoT connects the entire urban infrastructure to make it run seamlessly and efficiently.

Smart Traffic: IoT sensors on traffic lights detect when roads are empty and adjust light timings automatically to prevent traffic jams.
Smart Waste Management: Trash cans equipped with sensors alert garbage trucks only when they are completely full, saving fuel and time.
Smart Energy: Streetlights dim automatically when no pedestrians are around, massively reducing a city’s electricity waste.

8. Analyze the merits and demerits of e-commerce. Provide examples to support your answer. 4 Marks

E-commerce is the buying and selling of goods online (e.g., Amazon, Daraz).

Merits: It provides incredible convenience; customers can shop 24/7 from their beds and have international goods delivered directly to their doorstep without spending time traveling to a physical mall.

Demerits: Customers cannot physically touch or try on products, meaning clothes might not fit or the item delivered might look different than the picture. Additionally, e-commerce heavily exposes users to digital fraud, where fake websites scam users out of their credit card information.


9. How does e-governance enhance service delivery to citizens? Discuss with examples from sectors like health, education, or transport. 4 Marks

E-Governance shifts traditional, slow bureaucratic government systems onto fast, transparent digital platforms. It enhances service by eliminating long physical queues and minimizing corruption (since citizens apply for services online, there is no chance for officials to demand physical bribes).

Transport Example: Instead of waiting hours at a transport office, citizens can apply for and renew their driving licenses directly from an online government portal.
Health Example: Governments can maintain a centralized digital cloud database of citizen health records, allowing hospitals anywhere in the country to access a patient’s medical history instantly during an emergency.

10. Evaluate the advantages of e-education. How has it changed the traditional learning environment for students and teachers? 4 Marks

e-Education utilizes the internet and digital tools to deliver classes remotely.

Advantages: It breaks down geographic barriers; a student in a rural village can take a computer science course from an international university. It is highly flexible, allowing students to watch recorded video lectures at their own pace, pause when they are confused, and study whenever they have free time.

The Change: It has shifted learning from a rigid, physical classroom to a borderless digital cloud. Teachers now act as digital facilitators using multimedia (videos, quizzes, simulations) rather than just reading from a chalkboard, making learning far more interactive.


11. Define cloud computing. List and explain any four major services provided by cloud computing platforms. 4 Marks

Cloud Computing is the delivery of computing services—such as data storage, servers, and software—over the internet (“the cloud”) rather than installing physical hard drives and software on your local computer.

Major Services Provided:

SaaS (Software as a Service): Allows users to use software directly in their web browsers without downloading anything (e.g., Google Docs, Gmail).
PaaS (Platform as a Service): Provides a digital environment with tools and programming languages for developers to easily build, test, and host their own apps.
IaaS (Infrastructure as a Service): Allows companies to rent massive digital servers, networks, and computing power online, avoiding the cost of buying physical server rooms.
Cloud Storage & Backup: Services like Google Drive or Dropbox securely store personal files, photos, and databases online, protecting them from local hardware crashes and making them accessible from any device globally.

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