Unit 1: Sampling Bias
Mitigation = managing risk without blocking innovation.
Top strategies:
Add Human-in-the-Loop (HITL)
Let people review critical decisions
Test for Bias Regularly
Use diverse datasets, audit output
Ensure Explainability (XAI)
Use tools that show how AI thinks
Limit Scope
Start small before scaling
Document Everything
Capture decisions, data sources, oversight steps
