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.
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.
AI Literacy & Logic
10 weeks
Formal logic, critical analysis, and demystifying the black box.
View Syllabus →Data Science & Analytics
11 weeks
Data pipelines, Pandas, visualisation, and statistical thinking.
View Syllabus →Applied Machine Learning
11 weeks
Regression, classification, and real-world predictive modelling.
View Syllabus →Deep Learning Foundations
16 weeks
Neural networks, CNNs, and Transformer architectures.
View Syllabus →Enterprise AI & Safety
16 weeks
Agentic frameworks, jailbreak testing, and real-world deployment.
View Syllabus →GC School Curriculum
Optimized for 2026/2027 graduates. A specialized three-year honors track integrating AI foundations with academic excellence.
Explore GC School programs for 2026/2027 →Self-Paced Explorer
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Catalogue
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AI Quest Dunes
Survive challenges in a high-stakes desert simulation. Optimise resources using adaptive attention mechanisms and reinforcement-based agents.
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Decision Trees
Master the art of machine learning with binary decisions. From ID3 learning to ensemble methods — understand the math behind the magic.
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Analysing House Income Lab
Use regression models to find correlations between housing factors. A hands-on introduction to statistical inference and feature engineering.
Predicting Student Performance
Dig into a large educational dataset. Predict outcomes, identify bias, and examine how fairness intersects with ML pipelines.
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.
First Contact
Your first encounter with a real dataset. Explore 50 movies, understand data structure, and ask the questions every data scientist starts with.
Market Basket
Browse 50 e-commerce orders, filter by conditions, and uncover patterns in customer purchase behaviour.
Hospital Records
Fix messy patient data — handle nulls, standardise formats, and validate entries across 60 records before it reaches a doctor.
Real Estate Rescue
Wrangle 50 property listings riddled with inconsistencies. Prepare the dataset for a pricing model without losing critical information.
Iris Explorer
The classic dataset reimagined. Chart 150 iris flowers across species and discover what makes data visualisation powerful.
Climate Watch
Plot temperature anomalies across 40 city-year observations and build charts that tell a story about our changing planet.
AI Literacy & Logic
The intellectual foundation for artificial intelligence — formal logic, critical analysis, and demystifying what AI can and cannot do.

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

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

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

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

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

AI Architect
The complete mastery track — from LLM architecture to autonomous agents and production RAG systems.
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.
The Grade Oracle
Can test scores predict a student's future? Train a model on education data, then interrogate whether your predictions are fair.
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.
Viral or Void?
Predict which social posts go viral before they're published. Build the model, then decide whether you'd actually deploy it.
Ready to go deeper?
Join a Summer Camp for
immersive, hands-on AI
Two tracks available — AI Power User and AI Architect. Ages 14–17.