The Bias in Data card

Machine Learning

Bias in Data

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A systematic skew in a dataset that leads to unfair or inaccurate outputs.

In real life

If face photos used for training are mostly of one group of people, a face-recognition system may work worse for others.

Try it (2 minutes)

Imagine an AI that learned what a "teacher" looks like only from your school. Who might it wrongly decide isn't a teacher?

Talk about it

Can you think of a dataset that might accidentally leave a group out?

In the game

Target opponent's System gets +1 Flag. It costs 1 Data to play, and you can put it in your Training Set. How to play