A lab matched to the curriculum
The starting point is what learners should be able to do: explore data, write a first programme, train a small model or develop an application. Age, prerequisites, class duration and assessment all influence the design. Curriculum content and institutional approvals remain with the course owner, with custom exercise preparation scoped separately.