Responsible ML and Behaviour in Use
Learners can write a responsible-use memo with subgroup checks, monitoring signals, human review rules, and stop conditions.
Executable courseRead the lesson pages, run the browser practice notebook, and keep the downloadable fallback pack if you want a local copy.
Module sequence
- A model is part of a decision systemUnit 1 · 20-35 minutes
- Harm mapping and affected groupsUnit 2 · 20-35 minutes
- Subgroup performance and missing evidenceUnit 3 · 20-35 minutes
- Bias, fairness, accessibility, and representation limitsUnit 4 · 20-35 minutes
- Interpretability tools and their limitsUnit 5 · 20-35 minutes
- Human review, escalation, and contestabilityUnit 6 · 20-35 minutes
- Distribution shift, drift, feedback loops, and monitoringUnit 7 · 20-35 minutes
- Model cards, use limits, and stop conditionsUnit 8 · 20-35 minutes
- Project step: create a responsible-use memoUnit 9 · 20-35 minutes
- Activity: Write a Responsible-Use MemoPractice activity · 45-75 minutes
- Module 09 Assessment: Responsible Use CheckModule check · 35-50 minutes