Ethics & Safety · Go deeper
AI Bias Detection
Bias hides in data, labels, and metrics — learn where it comes from and how to measure it before it ships.
- 35 min lesson
- intermediate level
- Narrated presentation
What you’ll learn
- Representation vs. historical bias
- Label and measurement bias
- Disaggregated evaluation
- Counterfactual testing
- Proxy variables
- Bias auditing toolkits
Inside this lesson
A narrated, slide-by-slide presentation with 1 prediction exercise, 1 knowledge check, 2 videos. You answer as you go, and the platform checks your work.