Learn AI for your role
The same ordered paths, picked for a profession: what to learn first, what to build, and a project that uses your own work. Where a role has fewer good resources, the path is shorter and says so.
AI for business leaders
Decide where AI is worth using in your organisation, who owns the risk, and how you will know it worked.
11 steps, beginnerAI for data analysts
Use machine learning and AI assistants on your own data, and know when the answer does not match the numbers.
10 steps, intermediateAI for designers
Use AI to explore and test design directions, and keep the judgement about what is good for yourself.
9 steps, beginnerAI for marketers
Use AI to draft, adapt and test campaign material, with every claim checked against your own source.
10 steps, beginnerAI for product managers
Judge what AI can and cannot do for your product, scope an AI feature, and plan how you will test it before launch.
11 steps, intermediateAI for software developers
Use AI coding tools to write, test and review code faster, while staying responsible for what ships.
13 steps, intermediate