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Ethics & Safety · Advanced

Bias, Fairness and Ethics for Everyday AI Users

You do not build models, but you make decisions with their output. Learn where bias shows up in ordinary office use, how to spot it, and where disclosure is expected.

  • 35 min lesson
  • intermediate level
  • Business & Builder Track
  • Narrated presentation

What you’ll learn

  • Historical bias reproduced fluently
  • Bias in hiring and performance language
  • Stereotyped defaults in generated content
  • Proxy variables in segmentation
  • Human decisions for high-stakes outcomes
  • Disclosure and transparency norms

Inside this lesson

A narrated, slide-by-slide presentation with 1 prediction exercise, 1 knowledge check, 4 videos. You answer as you go, and the platform checks your work.

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