AI Learning Hub

AI Learning Hub

A self-paced curriculum that takes you from "what is a token?" to building production-ready AI workflows. Learn through clear mental models, practical examples, and interactive demos.

Not sure where to start? Take the 60-second quiz →

Learn through real-world examples

I learn best when concepts are explained through real-world examples, so I created this course to simplify the AI topics I have been learning.

Each lesson starts with a practical scenario, then explains the concept in plain English, and finally connects it to how you can use it in real work and decisions.

Your journey

Three tracks, each with a clear outcome. Start where it fits, then move forward when you are ready.

Beginner · 14 lessons

Foundations

After this, you'll be able to explain how AI works to a curious friend, recognise what it's good and bad at, and use ChatGPT or Claude with confidence.
TokensContext windowsHallucinationsCost & latencyPrivacy
Begin → What is AI, anyway?
Medium · 15 lessons

Build with LLMs

After this, you'll be able to design RAG systems, structure agents that use tools, run basic evals, and ship LLM-powered features into production.
EmbeddingsRAGTool callingAgentsEvalsCaching
Begin → Embeddings
Advanced · 15 lessons

The deep stuff

After this, you'll be able to read papers, evaluate new tools, push back on hype, and reason about where AI is heading.
TransformersTraining stagesLong contextMulti-agentMCPSafety
Begin → Transformer architecture

How to use: follow a track in order for the smoothest learning path, or jump to topics you need right now (RAG, agents, evals). Each lesson includes a short quiz; passing it marks the lesson complete in your sidebar.

Privacy: nothing leaves your browser. Progress is saved in localStorage.

Thank you note: this course started as a way to help my wife, an engineering manager, build a clear and practical understanding of AI.