Our Courses

Practical, project-based training in data and AI, whether you are starting out or already building models.

4programmes
12 to 18weeks each
Freeto read in full
0deadlines

Not sure which one?

Pick the line closest to where you are now.

Flagship · No prerequisites

Data Analyst & BI

R and Shiny as the core BI tool, so you finish having built working analytics applications rather than a folder of static reports.

  • Length12 weeks
  • Daily lessons84
  • Self-assessment questions95
  • AssumesNo programming
  • Core toolsR, Shiny, SQL
Programme details Curriculum
Introduction · No prerequisites

Artificial Intelligence

What AI is, how to tell whether a problem actually needs it, and the language, vision and ethics work that follows.

  • Length14 weeks
  • Daily lessons98
  • Self-assessment questions112
  • AssumesNo maths background
  • Core toolsPython, scikit-learn
Programme details Curriculum
Practitioner

Machine Learning

Building, evaluating and deploying models for real applications, with the emphasis on measuring them honestly.

  • Length16 weeks
  • Daily lessons112
  • Self-assessment questions128
  • AssumesSome Python
  • Core toolsscikit-learn, TensorFlow
Programme details Curriculum
Advanced

Deep Learning

Neural networks from tensors upward, through transformers and generative models, ending at making one cheap enough to ship.

  • Length18 weeks
  • Daily lessons126
  • Self-assessment questions144
  • AssumesPython and some ML
  • Core toolsPyTorch, Keras
Programme details Curriculum

All four are self-paced and free to read in full, week one onwards, and every one of them is also a free workbook you can download. Ask a question if you would like help choosing, or if you are looking at training a team.

Free Live Workshops

Short, live, online sessions. Free to join, no prerequisites.

Workshop · Free · Online

AI Roadmap for Electrical Engineering

A concrete path from electrical engineering into AI: where AI already fits in the field, the skill stack, a live demo, and a phased 6 to 9 month roadmap.

  • FormatLive, online
  • DurationAbout 2.5 hours
  • CostFree
  • AssumesNo coding
  • Next sessionTo be announced
Details & register

How These Courses Work

✓ Self-paced. No batches, no deadlines, start any day
✓ Free to read in full. No signup, no paywall
✓ Every code example was run, and its real output published
✓ Day-by-day lessons, not a list of topics
✓ Self-assessment questions with worked answers
✓ Free tools throughout. No paid licences needed

Training a team?

All four programmes are free for anyone to read, and they will stay that way. If you are putting a group through one of them, or you need the material shaped around your own data, tools and timelines, that is a conversation rather than a signup form.

Tell us the size of the team and where they are starting from.

Talk to us