The catalogue

Four tracks, one standard.

Every programme is written by someone who does the job they teach, and rewritten after each cohort.

87 programmes running6,101 enrolled4 h per weekCertificate on completion
01 Intermediate

Large language models

What a model can do, what it cannot, and how to place one inside a process that already works.

11 weeks 4 h per week 2,148 enrolled

Written and marked by Jonas Reiter

  • 01 Prompting as an interface contract
  • 02 Retrieval and grounding
  • 03 Fine-tuning: when it pays
  • 04 Cost and latency budgets
The full programme
02 Introductory

Applied data analysis

From a question someone actually asked to a number a decision can rest on.

9 weeks 4 h per week 1,704 enrolled

Written and marked by Mara Okonjo

  • 01 SQL beyond SELECT
  • 02 Modelling for decisions
  • 03 Applied statistics
  • 04 Reporting that gets read
The full programme
03 Advanced

Systems and deployment

The unglamorous half: serving, queues, timeouts, cost and the pager at 3am.

11 weeks 4 h per week 1,286 enrolled

Written and marked by Jonas Reiter

  • 01 Serving and latency
  • 02 Evaluation harnesses
  • 03 Observability in production
  • 04 Incident response
The full programme
04 Intermediate

AI product design

Research, prototyping, testing and handover to the engineers who build it.

9 weeks 4 h per week 963 enrolled

Written and marked by Priya Raman

  • 01 Problem framing
  • 02 Prototyping with models
  • 03 User testing under uncertainty
  • 04 Handover artefacts
The full programme
Which one first

Most people take them in an order.

Data analysis is the usual entry point for people without a technical background. Large language models sits in the middle. Systems assumes you already run services. Product design can be taken at any point by anyone who ships products.

  1. Intermediate Large language models
  2. Introductory Applied data analysis
  3. Advanced Systems and deployment
  4. Intermediate AI product design
January 2027 cohort

Not sure which track?

The scoping call exists to answer exactly that, and it costs nothing.

Book a scoping call