Examples

Runnable examples for the fair-seldonian library. The notebooks below are rendered from their saved outputs — figures and printed results appear exactly as committed, without re-executing the code.

To run them yourself, install the notebook extras and open them with Jupyter:

pip install "fair-seldonian[notebook]"
jupyter lab

quickstart is the guided tour; demographic_parity_guarantee walks one criterion end to end – define it, choose the tolerance and the confidence, and read the verdict; real_world_adult applies the same to a real dataset and needs network access on first run to download it. The source .py scripts and full listing live in the examples/ directory of the repository.

• Fair-Seldonian — Quickstart
• Certifying demographic parity, step by step
• Fair-Seldonian on real data: UCI Adult income