Fairness aims to ensure a system treats people justly, without unjustified discrimination. There is no single definition: you choose measurable criteria (for example comparable error rates between groups) suited to the context, and make trade-offs when they are incompatible.
Example
Compare a system's rejection rate between groups of candidates.