Deliverables relating to the Ethics in Artificial Intelligence & Intelligent Interfaces University Units
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Jan 18, 2024
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proxy-discrimination
Here are 4 public repositories matching this topic...
Does a classifier trained on COMPAS data still show racial bias without seeing race or COMPAS scores? Fairness audit showing proxy effects (priors_count), threshold sensitivity, and why dropping race redistributes harm rather than removing it.
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Jul 14, 2026 - Jupyter Notebook
AI fairness auditing tool that detects multi-hop proxy discrimination chains in tabular datasets. Beats published academic baselines on COMPAS, Adult, and German Credit.
react machine-learning tabular-data d3js explainable-ai bias-detection compas fastapi bias-mitigation ai-fairness vertex-ai proxy-discrimination fairness-metrics
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Jul 27, 2026 - Python
Proxy discrimination auditing for insurance pricing — FCA EP25/2, Consumer Duty, bias metrics
python data-science machine-learning insurance pricing bias fairness actuarial fca discrimination insurance-pricing regulatory-compliance equality-act proxy-discrimination protected-characteristics uk-insurance consumer-duty
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Apr 5, 2026 - Python
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