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v1.0.0 — First Stable Release

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@yakew7 yakew7 released this 02 Jun 06:29
v1.0.0
741eba0
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Learn about vigilant mode.

Fair Code's first tagged release. The project has been live and open to contributors since May 2026. This tag marks the point where the core scope is complete: 5 audits, 13 explainers, full notebook walkthroughs, a live website, and a CI pipeline.

What's included

5 bias audits

  • Criminal Justice (COMPAS, 70,000+ records) -71% gap reduction
  • Hiring (AI Fair Recruitment, ~6,500 records) - 97.3% gap reduction
  • Lending (German Credit, 1,000 records) - 73.6% gap reduction
  • Healthcare (Insurance Denial, 1,340 records) - 60–72% gap reduction
  • Welfare Eligibility (UCI Adult Census, 48,842 records) - 46–88% gap reduction

13 explainers
Proxy Variables, Equalized Odds, Sampling Bias, SHAP Values, Disparate Impact, Disparate Treatment, Fairness Metric Conflicts, Calibration, Demographic Parity, Feedback Loop Bias, Label Bias, Individual Fairness, Counterfactual Fairness

5 Jupyter notebooks - full walkthrough of every audit with visualisations and proxy detection

Live website - fair-code-five.vercel.app

CI pipeline - all audit scripts run automatically on every push and PR

Assets 2
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