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AI Education Platform

Explore AI Courses & Labs

Hands-on courses and labs built for high school students. Follow a structured path or jump into a lab and learn by doing.

8Courses
10Labs
5Path Stages
FreePreview
The Journey

Your Path to Mastering AI

A structured, multi-stage curriculum designed to transform students from curious beginners to confident builders. Progress at your own pace.

01

AI Literacy & Logic

10 weeks

Formal logic, critical analysis, and demystifying the black box.

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02

Data Science & Analytics

11 weeks

Data pipelines, Pandas, visualisation, and statistical thinking.

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03

Applied Machine Learning

11 weeks

Regression, classification, and real-world predictive modelling.

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04

Deep Learning Foundations

16 weeks

Neural networks, CNNs, and Transformer architectures.

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05

Enterprise AI & Safety

16 weeks

Agentic frameworks, jailbreak testing, and real-world deployment.

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school
Partner Program

GC School Curriculum

Optimized for 2026/2027 graduates. A specialized three-year honors track integrating AI foundations with academic excellence.

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Self-Paced Explorer

Want the full interactive roadmap?

Explore our detailed motherboard architecture and choose your own adventure.

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Catalogue

All Programs

Showing 22 of 22 items

AI Quest Dunes

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Intermediate4h 56m
Lab

AI Quest Dunes

Survive challenges in a high-stakes desert simulation. Optimise resources using adaptive attention mechanisms and reinforcement-based agents.

6 modulesRL Agents
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Decision Trees

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Intermediate3h 20m
Course

Decision Trees

Master the art of machine learning with binary decisions. From ID3 learning to ensemble methods — understand the math behind the magic.

5 modulesSupervised Learning
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Analysing House Income Lab

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Beginner2h 10m
Lab

Analysing House Income Lab

Use regression models to find correlations between housing factors. A hands-on introduction to statistical inference and feature engineering.

4 modulesRegression
Free preview available
Predicting Student Performance
Intermediate3h 45m
Lab

Predicting Student Performance

Dig into a large educational dataset. Predict outcomes, identify bias, and examine how fairness intersects with ML pipelines.

5 modulesBias & Fairness
Full syllabus inside →
Cleaning Coffee Shop Sales Data
Beginner1h 50m
Lab

Cleaning Coffee Shop Sales Data

A classic intro to data quality — find missing values, fix outliers, and prepare a high-volume retail dataset for downstream analysis.

3 modulesPandas
Full syllabus inside →
First Contact
Beginner45m
Lab

First Contact

Your first encounter with a real dataset. Explore 50 movies, understand data structure, and ask the questions every data scientist starts with.

7 modulesData Exploration
Full syllabus inside →
Market Basket
Beginner50m
Lab

Market Basket

Browse 50 e-commerce orders, filter by conditions, and uncover patterns in customer purchase behaviour.

8 modulesData Exploration
Full syllabus inside →
Hospital Records
Beginner1h 15m
Lab

Hospital Records

Fix messy patient data — handle nulls, standardise formats, and validate entries across 60 records before it reaches a doctor.

10 modulesData Cleaning
Full syllabus inside →
Real Estate Rescue
Beginner1h 05m
Lab

Real Estate Rescue

Wrangle 50 property listings riddled with inconsistencies. Prepare the dataset for a pricing model without losing critical information.

9 modulesData Cleaning
Full syllabus inside →
Iris Explorer
Beginner1h 10m
Lab

Iris Explorer

The classic dataset reimagined. Chart 150 iris flowers across species and discover what makes data visualisation powerful.

10 modulesVisualisation
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Climate Watch
Beginner1h 10m
Lab

Climate Watch

Plot temperature anomalies across 40 city-year observations and build charts that tell a story about our changing planet.

10 modulesVisualisation
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AI Literacy & Logic
Beginner4h 00m
Course

AI Literacy & Logic

The intellectual foundation for artificial intelligence — formal logic, critical analysis, and demystifying what AI can and cannot do.

5 modulesCore Foundation
Full syllabus inside →
Data Science & Analytics
Intermediate5h 30m
Course

Data Science & Analytics

Transform raw data into insight. Master Pandas, data pipelines, visualisation libraries, and statistical thinking at scale.

4 modulesData Engineering
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Applied Machine Learning
Intermediate6h 00m
Course

Applied Machine Learning

Go from analysing the past to predicting the future — implement the classical algorithms that power real-world intelligent systems.

7 modulesPredictive Modelling
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Deep Learning Foundations
Advanced6h 00m
Course

Deep Learning Foundations

Understand the neural networks powering modern AI — from perceptrons to Transformers, including the architecture behind ChatGPT.

4 modulesNeural Networks
Full syllabus inside →
Enterprise AI & Safety
Advanced4h 30m
Course

Enterprise AI & Safety

Prepare for the real AI industry — prompt engineering, jailbreak testing, agentic framework design, and responsible deployment.

5 modulesSafety & Agents
Full syllabus inside →
Summer Camp 2025 Archive
Beginner2 weeks
Course

Summer Camp 2025 Archive

Revisit the curriculum from our summer 2025 cohort. Completely public and open for exploration.

2 modulesFoundations
Full syllabus inside →
AI Architect
AdvancedComing 2026
Course

AI Architect

The complete mastery track — from LLM architecture to autonomous agents and production RAG systems.

48 modulesAutonomous Systems
Free preview available
🎵
Mission
Beginner15–20 min

Hit or Miss?

A music label hired you to predict the next viral song. Build a model on 40 tracks, then face an ethical dilemma about independent artists.

6 modulesML Pipeline
6 stages · No sign-in required
📚
Mission
Beginner15–20 min

The Grade Oracle

Can test scores predict a student's future? Train a model on education data, then interrogate whether your predictions are fair.

6 modulesBias & Fairness
6 stages · No sign-in required
🌍
Mission
Intermediate20–25 min

Planet on Trial

An environmental NGO needs to prioritise which regions face emergency climate risk. Your model classifies risk — your ethics decides what happens next.

6 modulesML Pipeline
6 stages · No sign-in required
🔥
Mission
Intermediate20–25 min

Viral or Void?

Predict which social posts go viral before they're published. Build the model, then decide whether you'd actually deploy it.

6 modulesML Pipeline
6 stages · No sign-in required

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Two tracks available — AI Power User and AI Architect. Ages 14–17.