Class 11 Artificial Intelligence – Unit 4: Introduction to Capstone Project | Complete Notes
Class 11 · Artificial Intelligence
Unit 4: Introduction to Capstone Project
Class 11 – Artificial Intelligence
Topics Covered in This Unit
- Learning Outcomes
- Capstone Project
- Problem Decomposition
- Design Thinking Methodology
- Empathy Map
- 5W1H Method
- Ideation, Prototyping and Testing
- Sustainable Development Goals (SDGs)
- Subject Selection Project
- Project Showcase Examples
1. Learning Outcomes
By the end of this unit, students will be able to:
- Decompose problems using the 5W1H method.
- Apply the Design Thinking methodology to solve real-world problems.
- Create and use Empathy Maps to understand user needs.
- Align real-world problems with relevant Sustainable Development Goals (SDGs).
- Apply their learning to develop solutions to real-world problems.
- Express and explain proposed solutions in non-technical language.
2. What is a Capstone Project?
A Capstone Project is a multifaceted assignment that serves as a culminating academic and intellectual experience for students, typically during the final year of high school.
It requires students to research a topic, understand the subject deeply and integrate their knowledge to develop a solution to a specific problem.
Purpose of a Capstone Project
- Identify a real-world problem.
- Understand the problem and its users.
- Research and gather information.
- Generate possible solutions.
- Develop a prototype.
- Test the solution and collect feedback.
- Improve the proposed solution.
- Present or pitch the final solution.
Skills Developed Through a Capstone Project
| Skill | Application |
|---|---|
| Teamwork | Working collaboratively with team members. |
| Problem Identification | Finding and understanding real-world issues. |
| Brainstorming | Generating multiple ideas and possible solutions. |
| Data Gathering | Collecting information ethically from relevant sources and users. |
| Prototyping | Creating an initial version of a proposed solution. |
| Testing | Taking feedback from users and improving the solution. |
| Pitching | Presenting the proposed solution clearly to others. |
3. Problem Decomposition
Real-world computational problems are often complex. Before developing a solution or writing code, a large problem should be divided into smaller and manageable parts. This process is called Problem Decomposition.
Steps for Problem Decomposition
- Understand and Restate the Problem: Understand the problem clearly and explain it in your own words.
- Break it into Large Pieces: Divide the problem into a few major components.
- Sub-divide Complicated Pieces: Break complex components into even smaller and manageable units.
- Solve and Test: Solve or code one small part at a time and test it.
Example: Traffic Jams
| Step | Decomposition |
|---|---|
| 1. Understand | People face difficulties because of traffic jams during busy office hours. |
| 2. Identify Major Causes | Bad roads, accidents, rash driving, etc. |
| 3. Sub-divide | Rash driving may include over-speeding, inexperienced drivers and carelessness. |
| 4. Solve and Test | Address individual causes and test possible solutions. |
4. Design Thinking Methodology
Design Thinking is a human-centered approach to innovation. It focuses on understanding the unmet needs of users and developing suitable solutions.
Five Stages of Design Thinking
| Stage | Main Purpose |
|---|---|
| 1. Empathize | Understand the feelings, needs and experiences of users. |
| 2. Define | Clearly define the problem or challenge. |
| 3. Ideate | Generate different ideas and possible solutions. |
| 4. Prototype | Create an experimental or basic version of the solution. |
| 5. Test | Share the prototype with users and collect feedback. |
5. Stage I – Empathize
The first stage of Design Thinking is Empathize. Its goal is to understand and share the feelings and experiences of users by observing and interacting with them from their perspective.
Empathy Map
An Empathy Map is a grid divided into four sections. It helps create a persona and understand the user from different perspectives.
| Quadrant | What It Represents |
|---|---|
| Says | What the user says aloud. |
| Thinks | The user's internal thoughts about the problem. |
| Does | The physical actions performed by the user. |
| Feels | The user's emotional state, such as anxiety or excitement. |
Example: Anakha Wants to Buy a Laptop
| Empathy Map | Example |
|---|---|
| Says | She wants good battery backup for education. |
| Thinks | She is concerned about getting value for money. |
| Does | She compares different laptop products. |
| Feels | She feels overwhelmed while making the decision. |
6. Stage II – Define
In the Define stage, the information collected from users is analyzed to clearly define the challenge or formulate a problem statement.
5W1H Method
The 5W1H method helps gather important information about a problem by asking six questions.
| Question | Purpose |
|---|---|
| Who? | Who is affected by the problem? |
| What? | What exactly is the problem? |
| Where? | Where does the problem occur? |
| When? | When does the problem occur? |
| Why? | Why does the problem need to be solved? |
| How? | How can the problem be addressed? |
Problem Statement Template
7. Stage III – Ideate
Ideate is the stage where a wide range of ideas and possible solutions are generated.
Common techniques include:
- Brainwriting: Individual brainstorming to generate ideas.
- Storyboarding: Representing an idea or process through a sequence of visuals.
- Team Discussions: Collaborating with team members to generate possible solutions.
- Sketching: Creating simple visual representations of ideas.
8. Stage IV – Prototype
A Prototype is an experimental and rudimentary version of a product or solution created to test an idea.
Forms of Prototypes
- Simple drawings
- Posters
- Group role-playing
- 3D printed models
- Visual workflows
Example: AI Chatbot for Subject Selection
A student team can draw the functional workflow of an AI chatbot designed to help students choose subjects. The prototype can demonstrate how the user interacts with the chatbot and how the chatbot provides suggestions.
9. Stage V – Test
In the Test stage, the prototype is shared with end-users. Their feedback is collected to understand what works and what needs improvement.
Design Thinking – Quick Revision
| Stage | Key Question / Activity |
|---|---|
| Empathize | Who is the user and what does the user need? |
| Define | What exactly is the problem? |
| Ideate | What possible solutions can we think of? |
| Prototype | How can we create a basic version of the solution? |
| Test | Does the solution work for the users? |
10. Sustainable Development Goals (SDGs)
The United Nations (UN) announced 17 Sustainable Development Goals (SDGs) to support a sustainable future.
Capstone projects should be aligned with appropriate SDGs so that technology and innovation can be used to address meaningful social and environmental problems.
Examples of SDG Alignment
| SDG | Goal | Possible AI Application |
|---|---|---|
| SDG 2 | Zero Hunger | Improving food supply chains or promoting healthy food habits. |
| SDG 3 | Good Health and Well-being | AI-based medical diagnosis or mental health monitoring. |
| SDG 4 | Quality Education | Systems that help students choose subjects based on aptitude. |
11. Practical Application – Subject Selection Project
Consider a real-world problem where Class X students are confused about choosing subjects for higher studies.
Step 1: Problem Selection
Class X students need guidance to choose suitable subjects for their higher studies.
Step 2: SDG Alignment
The problem is related to SDG 4 – Quality Education.
Step 3: Empathize
Interview students and create an Empathy Map to understand their confusion, anxiety and research habits.
Step 4: Define
Use the 5W1H method to understand the problem and conclude that students need a system that can analyze their aptitude and suggest suitable subject combinations.
Step 5: Ideate
Possible solutions may include:
- A mobile application
- A physical robot counsellor
- An AI chatbot
Step 6: Prototype
Develop a visual diagram of the chatbot's intents and entities.
| Component | Meaning in the Project |
|---|---|
| Intent | What the user wants to achieve or ask. |
| Entity | Important data points or information related to the user's request. |
12. Project Showcase Examples
The following examples demonstrate how AI and technology can be applied to real-world problems.
| Project | Purpose / Application | Relevant Area |
|---|---|---|
| Hate Speech Detection | Protect social media users from discriminatory content. | AI & Social Well-being |
| School Surveillance System | Support staff and student safety by detecting unknown individuals. | Safety & Security |
| Leak Weak | Provide confidential information and support for menstrual health. | SDG 3 & SDG 4 |
| Image Classification App | Use a camera to classify objects through machine learning. | Machine Learning |
| Fake Voices | Teach students about synthetic media and deepfake ethics. | AI Ethics |
| Mood Tracker | Visualize personal mood data over time to promote self-awareness. | Data & Well-being |
13. Important Terms
| Term | Meaning |
|---|---|
| Capstone Project | A culminating project integrating knowledge to solve a specific problem. |
| Problem Decomposition | Breaking a complex problem into smaller and manageable parts. |
| Design Thinking | A human-centered approach to solving problems and developing innovative solutions. |
| Empathy Map | A tool used to understand a user's thoughts, words, actions and feelings. |
| 5W1H | A questioning technique using Who, What, Where, When, Why and How. |
| Ideate | Generate a wide range of ideas and possible solutions. |
| Prototype | An experimental or basic version of a proposed solution. |
| Test | Evaluate a prototype using feedback from end-users. |
| SDG | Sustainable Development Goal established by the United Nations. |
| Persona | A representation of a typical user created to understand user needs. |
14. Quick Revision – Remember This
Capstone Project → Identify → Understand → Ideate → Prototype → Test → Improve
Design Thinking → Empathize → Define → Ideate → Prototype → Test
Empathy Map → Says + Thinks + Does + Feels
5W1H → Who + What + Where + When + Why + How
Project Alignment → Real Problem + User Need + SDG + Solution
15. Exam-Oriented Key Points
- A Capstone Project integrates knowledge to solve a specific real-world problem.
- Problem Decomposition breaks a complex problem into smaller manageable parts.
- Design Thinking is a human-centered approach to innovation.
- The five stages of Design Thinking are Empathize, Define, Ideate, Prototype and Test.
- An Empathy Map consists of Says, Thinks, Does and Feels.
- The 5W1H method uses Who, What, Where, When, Why and How.
- Ideation focuses on generating multiple possible solutions.
- A Prototype is an experimental or rudimentary version of a solution.
- Testing involves collecting feedback from end-users.
- The United Nations has announced 17 Sustainable Development Goals.
- Capstone projects can be aligned with relevant SDGs.
- SDG 4 – Quality Education is relevant to projects related to educational guidance and learning.