CCF TUTORIAL PATHWAY

Machine Learning & AI Tutorial Lab

A child-friendly pathway into artificial intelligence: start by noticing patterns and asking good questions, then grow into data, models, evaluation, responsible AI and useful projects.

Start learning ↓Back to coding contest →

SYSTEMATIC INTRODUCTION

Start at age 8. Grow the challenge as the learner grows.

CCF uses a simple cycle: discover → practise → explain → create → test → improve → share. Younger learners work with stories, games and concrete examples; older learners add technical depth, research, teamwork and independent projects.

Mentor rhythm: ask a question, demonstrate one idea, let the learner try, celebrate the attempt, debug together, then ask the learner to teach the idea back.
01

What is intelligence?

Use games and everyday examples to compare human choices with computer instructions.

02

Patterns everywhere

Sort pictures, sounds or numbers and explain the pattern you noticed.

03

Data tells a story

Learn that examples become data and that data can be incomplete or biased.

04

Rules vs learning

Compare a hand-written rule with a simple model that learns from examples.

05

Train a tiny classifier

Use a beginner-friendly visual tool to classify simple objects or sounds.

06

Test before you trust

Check predictions with new examples and record mistakes.

07

Responsible AI

Discuss privacy, fairness, misinformation, safety and human responsibility.

08

Build an AI-powered idea

Turn a community question into a small prototype and explain how it works.

VIDEO LEARNING LIBRARY

Watch, pause, try, change and explain.

Use each video as a launchpad for a small practical task rather than passive watching.

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VIDEO 02

Patterns and classification

Play with sorting and classification before using models.

Open YouTube lessons ↗
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VIDEO 03

What is machine learning?

Explain learning from examples in child-friendly language.

Open YouTube lessons ↗

BUILD SOMETHING

Project challenges

🧠

Pattern Detective

Create a game where players spot patterns and predict what comes next.

🔎

Truth Checker

Build a simple checklist that asks whether an AI answer has evidence.

🌱

Community AI Idea

Design a small responsible-AI concept for a school or community need.

KEEP EXPLORING

Choose another CCF tutorial pathway.

Scratch

Creative stories, games and animation.

Web Development

HTML, CSS and JavaScript.

Python

Programming through projects.

Machine Learning & AI

Explore data, patterns and responsible AI.

Public Speaking & Presentation

Explain ideas clearly and confidently.

Unplugged Coding

Computational thinking without a computer.

C Programming

Foundations for systems and robotics.

OctoStudio

Mobile creative coding.