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Unit 2-AI Project Cycle
School Revise · Class 10 Artificial Intelligence · Unit 2
AI Project Cycle
Code 417, Class 10. Every AI project follows clear stages. Here we learn the AI project cycle from problem to solution.
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What this unit is about
The AI project cycle is the set of stages to build an AI solution: from understanding the problem to putting the model to use.
1. Problem scoping
Problem scoping defines the problem using the 4Ws: Who has the problem, What is it, Where does it happen, and Why it matters. A good project also links to a Sustainable Development Goal (SDG).
2. Data acquisition and exploration
Data acquisition collects the data needed. Data exploration studies it, often with charts, to understand and clean it before use.
3. Modelling, evaluation and deployment
Modelling trains a machine learning model on the data. Evaluation checks how well it works, and deployment puts the model to real use.
Practise with the interactive
Explore the idea by tapping. The interactive opens right here in the lesson.
Practice set A, multiple choice
1. Defining the problem is the … stage.
problem scoping.
2. The 4Ws are Who, What, Where and …
Why.
3. Training the model is the … stage.
modelling.
4. Checking how well a model works is …
evaluation.
Practice set B, short answer
1. Name the stages of the AI project cycle.
Problem scoping, data acquisition, data exploration, modelling, evaluation and deployment.
2. What are the 4Ws in problem scoping?
Who, What, Where and Why.
3. What happens in data exploration?
The data is studied, often with charts, and cleaned before use.
Quick summary
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The AI project cycle builds an AI solution in stages. Problem scoping defines the problem with the 4Ws (Who, What, Where, Why) and links to an SDG. Data acquisition collects data and data exploration studies and cleans it. Modelling trains a machine learning model, evaluation checks it, and deployment puts it to real use. |
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These free Class 10 Artificial Intelligence (Code 417) notes explain the AI project cycle, problem scoping and the 4Ws, data acquisition and exploration, modelling, evaluation and deployment with clear examples and practice, for CBSE students across India and the Gulf including the UAE, Saudi Arabia, Qatar, Oman, Kuwait and Bahrain.
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