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3.11+](https://img.shields.io/badge/python-3.11+-blue.svg)](https://www.python.org/downloads/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\n\nComprehensive AI governance framework for regulated industries with bias detection, fairness metrics, and model documentation.\n\n## Business Impact\n\n- **FDA-ready** model documentation with automated model cards\n- **Bias detection** across protected demographic attributes\n- **Explainability** with SHAP and LIME integration\n- **Zero compliance violations** across $51M+ portfolio\n\n## Key Features\n\n### Fairness and Bias Detection\n- **Demographic Parity**: Equal positive rates across groups\n- **Equalized Odds**: Equal TPR and FPR across groups\n- **Disparate Impact**: 4/5ths rule compliance\n- **Intersectional Analysis**: Multi-attribute fairness\n\n### Explainability\n- SHAP value computation\n- LIME explanations\n- Feature importance analysis\n- Decision boundary visualization\n\n### Model Documentation\n- Automated model cards (Google format)\n- Intended use documentation\n- Limitation and risk disclosure\n- Healthcare-specific compliance notes\n\n## Quick Start\n\n```python\nfrom src.fairness.bias_detector import BiasDetector, ProtectedAttribute\n\ndetector = BiasDetector()\n\nreport = detector.analyze(\n    model_id=\"diabetes-classifier\",\n    model_version=\"1.0.0\",\n    predictions=[...],\n    actuals=[...],\n    protected_attributes={\n        ProtectedAttribute.GENDER: [\"male\", \"female\", ...],\n        ProtectedAttribute.AGE_GROUP: [\"18-40\", \"41-65\", \"65+\", ...],\n    },\n)\n\nprint(f\"Overall Status: {report.overall_status}\")\nfor violation in report.violations:\n    print(f\"  - {violation.metric}: {violation.description}\")\n```\n\n## Project Structure\n\n```\nmodel-governance-framework/\n├── src/\n│   ├── fairness/\n│   │   └── bias_detector.py     # Fairness metrics\n│   ├── explainability/\n│   │   └── explainer.py         # SHAP/LIME integration\n│   ├── cards/\n│   │   └── model_card.py        # Documentation generation\n│   └── documentation/\n│       └── report_generator.py  # Compliance reports\n├── tests/\n└── templates/\n```\n\n## Author\n\n**Christopher Mangun** - [github.com/cmangun](https://github.com/cmangun)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcmangun%2Fmodel-governance-framework","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcmangun%2Fmodel-governance-framework","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcmangun%2Fmodel-governance-framework/lists"}