AI/ML ยท Extra topics

Limitations of AI

A model learns the patterns in its data, including the ones we would rather it didn't.

Contents

  1. Bias

Bias

BBC: Amazon scrapped 'sexist AI' tool
Bias in hiring: bbc.com/news/technology-45809919

How bias gets in

Past hires (training data) Model learns the pattern New applicants: score

manwomanAn illustration, not Amazon's real data

Most past hires were men, so "looks like a man" becomes part of the pattern.

Equally qualified women now score lower. Nobody programmed the bias: it was learned.