Bias

In one line

When AI treats some people or situations unfairly because of patterns in its data.

Picture it

If every doctor in your picture book is a man, you'll guess 'man' when someone says doctor.

Under the hood

Arises from skewed data, labels, or objectives. Measured with fairness metrics; reduced by better data, audits and evaluation.