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Foundations 89
All Foundations89AI basics25How language models work23AI safety and ethics49
Everyday AI 91
All Everyday AI91Prompting20ChatGPT and Claude at work25AI for writing29AI for research and study33
Building with AI 162
All Building with AI162Python for AI21Building with LLM APIs30RAG and search21Evaluation and testing21AI agents31AI automation25AI coding assistants30
Machine learning 149
All Machine learning149Machine learning35Data science and statistics30Math for AI23Deep learning28NLP14Computer vision14Fine tuning and training12MLOps and deployment18
Creative AI 77
All Creative AI77Image and video AI58Audio and voice AI12AI for design33
AI at work 145
All AI at work145AI for business34AI for marketing and sales23AI for product and operations28AI for education28AI for professionals29AI careers18
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AI for sceptics: an honest look

AI for sceptics: an honest look

A free, evidence first look at what AI does well, where the hype outruns reality, and whyAll levelsAI basics4.0(3)55 lessonsSampleBruno AzevedoFreeWriting a School AI Policy for School Leaders

Writing a School AI Policy for School Leaders

Draft, consult on and launch a workable AI policy covering staff, pupils, data and assessmentAdvancedAI for education4.7(3)55 lessonsSampleUma Raghavan$11Deepfakes: how they work and how to check

Deepfakes: how they work and how to check

Understand synthetic faces, voices and video, and learn verification habits that still workBeginnerAI safety and ethics4.7(3)55 lessonsSampleBruno Azevedo$4Helping Your Child with Homework in the AI Age

Helping Your Child with Homework in the AI Age

Support your child's homework with AI in ways that build their thinking and respect school rulesBeginnerAI basics4.7(3)55 lessonsSampleWanjiru KamauFreeAI in hiring, lending and housing decisions

AI in hiring, lending and housing decisions

See how AI is used in decisions that shape people's lives, and what fair, contestable use requiresIntermediateAI safety and ethics4.7(3)55 lessonsSampleAisha Rahman$7Tokens: how models read text

Tokens: how models read text

See how text becomes tokens and why that explains odd model behaviour, limits and costsBeginnerHow language models work4.7(3)54 lessonsSampleBastian Weber$4Embeddings: meaning as numbers

Embeddings: meaning as numbers

See how words and documents become vectors, and why similar meanings end up close togetherIntermediateHow language models work4.7(3)52 lessonsSampleBastian Weber$6AI alignment and risk debates, presented fairly

AI alignment and risk debates, presented fairly

Understand the arguments about AI risk from every side, and form your own reasoned viewIntermediateAI safety and ethics4.3(4)52 lessonsSampleBao Tran$6What AI can and cannot do

What AI can and cannot do

Get a realistic map of AI strengths and weaknesses so you know when to trust itBeginnerAI basics4.0(3)52 lessonsSampleAmara Okafor$4From pretrained model to helpful assistant

From pretrained model to helpful assistant

Learn how instruction tuning, preference training and system prompts turn a predictor into an assistantAdvancedHow language models work4.5(2)51 lessonsSampleBastian Weber$9Telling people when AI is involved

Telling people when AI is involved

Decide when and how to disclose AI use to customers, colleagues and the public, clearly and honestlyIntermediateAI safety and ethics4.3(3)49 lessonsSampleAlejandra Ruiz$5The attention formula, step by step

The attention formula, step by step

Work through queries, keys, values and softmax by hand until the transformer equation makes senseAdvancedHow language models work4.5(2)48 lessonsSampleBastian Weber$9