Learn AI the way it was meant to be understood.

Prior mathematics experience helps, but the programme is accessible to learners who studied mathematics some years ago and whose confidence has faded. It is not suitable for learners with no prior exposure to algebra or basic calculus — if that describes you, we recommend a secondary-level review first.

You should have prior machine learning experience — comfortable with neural networks, loss functions, gradient descent, and model training. Working Python skills are also required. If you are uncertain, contact us and we will give you an honest assessment.

Mathematics for AI: typically 6 to 8 weeks. Generative AI and Diffusion Models: typically around 10 weeks. AI Research Pathway: typically 4 to 6 months. All programmes are self-paced, so your actual time will depend on how much time you can dedicate each week.

Yes. The listed fee covers everything described in the programme — all materials, exercises, and instructor or mentor support. There are no add-ons, no tiered access levels, and no additional charges once you have enrolled.

If you notify us within 7 days of enrolment and before accessing more than the first module, we will issue a full refund. After that point fees are non-refundable, except where we are unable to provide access to the programme as described. Full details are in our Terms and Conditions.

We do not issue formal certificates. We believe the understanding you develop is more valuable than a document. If you need written confirmation of completion for a job application or personal records, we are happy to provide one on request.

We collect only what is needed to respond to your enquiry and, if you enrol, to deliver the programme. We do not sell data to third parties. For full details see our Privacy Policy.