Spot bias early. Fix it fast. Build AI systems that work fairly — for everyone.

Learning Objectives

By the end of this lesson, you’ll be able to:

  • Identify where bias enters the AI lifecycle

  • Use appropriate bias detection metrics and tools

  • Run fairness audits using open-source frameworks

  • Build mitigation steps into your development workflow

  • Document and communicate bias-handling practices

⏱️ Suggested completion time: 15 minutes