Elements of AI: the no-maths, no-code place to start

If you have read a hundred headlines about AI and still could not say what a model actually does, this is the course to fix that. It is free, it is self-paced, and Part 1 requires no maths and no programming at all.

The two parts

Part 1 — Introduction to AI. What AI is, what it can and cannot do, and its effect on society. No complicated maths, no programming.

Part 2 — Building AI. The algorithms and methods behind it. This one expects basic Python.

Take Part 1 even if you never intend to write a line of code. Its real subject is judgement — knowing when a claim about AI is plausible and when it is marketing.

Why this one

It was built by the University of Helsinki, Finland’s oldest and largest university, with MinnaLearn. Over two million students across 170+ countries have enrolled. That scale means the explanations have been tested against every kind of confusion a beginner can bring.

Certificates are available through MinnaLearn’s platform; the course itself costs nothing.

Once you want to actually build things, fast.ai is the next step.