The Curriculum
One logical path — from a first chart to real AI
Every Case is a step in one curriculum built on maths, computer science and AI. Each stage builds on the last — from “a chart is a picture of numbers” to computer vision, chatbots, knowledge graphs and AI agents.
1 · Foundations
A chart is a picture of numbers.
Charts & reading data
Turn numbers into a picture you can read at a glance.
2 · Data & Arrays
Do maths to a whole row of numbers at once (NumPy).
Arrays & vectorised maths
A row of boxes you can add, compare and measure all at once.
Randomness & probability
Chance, fairness, and why more data tells a clearer story.
3 · Tables & Statistics
Ask questions of real datasets.
Tables (Pandas)
A spreadsheet you can group and summarise with code.
Average & spread
Mean, median and spread — why the average only tells half the story.
4 · Prediction & Machine Learning
Show the computer examples until it can guess on its own.
Prediction (regression)
Fit a trend and extend it to guess the future.
Classification
Learn from labelled examples, then test on unseen ones.
Clustering (unsupervised)
Find hidden groups with no answer key.
5 · Deep Learning
Inside the neuron that powers modern AI.
Neurons & gradient descent
Guess, measure the error, nudge — a million times over.
6 · Applied AI — the Frontier
🚀 AI Frontier · free, all agesThe AI everyone's talking about — see, read, write, connect, act.
Computer vision
Images as data → find and box real objects.
Language (NLP)
Words become numbers a computer can sort, judge and filter.
LLMs (like ChatGPT)
Predict the next word — the one trick behind chatbots.
Knowledge graphs
Dots and links — how a computer finds hidden connections.
Agentic AI
AI that senses, decides and acts — with tools.
7 · AI Literacy & a Full Investigation
Use AI wisely — and put it all together.
Confidence, uncertainty & privacy
AI can be confidently wrong; good AI keeps your data private.
End-to-end investigation
Clean, chart, measure and report — a real case, start to finish.
Ready to start the path?
Begin anywhere — the youngest cases and the whole AI Frontier are free.