Stop being lost in the vocabulary
Model, token, prompt, context, hallucination. By Friday the language in job adverts reads as English rather than noise, which changes which roles you feel able to apply for.
A job search is mostly waiting, and waiting is where AI skills go to die. Five minutes a day is a small enough commitment to survive a week of rejections and a large enough one to compound. Learn AI from the Institute of AI, the UK's professional body for AI, is free, open, and built to be picked up in short sittings.
A weekend course you half-watched teaches you less than seven short sittings you finished. This is the only maths that matters here.
Roughly the time you lose to reloading a job board.
One sitting, split into seven pieces small enough to survive a bad day.
Which is no longer a habit. It is a body of knowledge.
Every item below links to something free and open on the Institute of AI platforms. Take them in order or take whichever one you fancy.
One lesson on Learn AI, finished in a sitting. Start with the essentials and let the sequence carry you.
Work through glossary entries until a term you keep seeing in job ads stops being a blank.
A quick answer on something you have wondered about and never looked up. Five minutes, settled.
Open a free tool and watch a real mechanism move. Understanding beats reading about understanding.
Play a quiz and find out what has stuck. What you get wrong is the most useful output of the week.
Skim what has actually happened in AI this week, so you can hold a current conversation.
Nothing, or two lines on what you learned. Members log continuing professional development from day one.
Model, token, prompt, context, hallucination. By Friday the language in job adverts reads as English rather than noise, which changes which roles you feel able to apply for.
Not how to use ChatGPT, which you know. What happens underneath, why outputs vary, and where a system is likely to be wrong. This is the half that separates a user from a practitioner.
Governance, risk, evaluation, data handling. Every organisation adopting AI has someone worried about these, and very few candidates can speak to them calmly.
When the framework language feels familiar, sit the assessment. If you are out of work and looking, the Institute of AI offers fully or partially funded accreditation pathways.
Open Learn AI, finish one thing, and come back tomorrow. Join free and the Institute of AI keeps the record of what you have covered, which is useful the day someone asks.
Free membership, free learning, and funded accreditation pathways while you are looking.
What is on Learn AI, how it is structured, and why none of it sits behind a sign-up wall.
The AI skills UK employers are hiring for right now, and how to evidence them.