Venturalitica SDK Samples 🛡️

Demo examples for the Venturalitica SDK.

⚡ Zero to Governance Report in 60 seconds.

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🚀 Quick Start

# Install SDK
pip install venturalitica

# Clone samples
git clone https://github.com/venturalitica/venturalitica-sdk-samples.git
cd venturalitica-sdk-samples/scenarios/loan-mlflow-sklearn

# Install dependencies
uv sync

# Run your first audit
uv run python 00_minimal.ipynb

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📚 The Learning Path

This repo contains a single, well-documented scenario: Loan Approval Fairness.

Level	File	Focus	Time
00	00_minimal.ipynb	First audit in 60 seconds	2 min
01	01_governance_audit.ipynb	Full ML training with audits	10 min
02	02_mlops_tracking.py	MLflow integration	20 min
03	03_production_pipeline.py	Production-ready pipeline	45 min

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🎯 What You'll Achieve

After completing the loan scenario:

• ✅ Detect historical bias in credit approval data
• ✅ Measure Demographic Parity and Equal Opportunity
• ✅ Generate EU AI Act-compliant audit reports
• ✅ Integrate governance into MLflow experiments

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🎓 More Scenarios

Looking for more examples? Check out:

➡️ venturalitica-sdk-samples-extra

Advanced scenarios for Healthcare, Computer Vision, and LLM auditing.

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📂 Structure

venturalitica-sdk-samples/
├── datasets/                ← UCI German Credit dataset
├── policies/                ← OSCAL governance policies
└── scenarios/
    └── loan-mlflow-sklearn/ ← The canonical demo

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🛡️ Powered by OSCAL

Governance policies map to:

• EU AI Act (Articles 9-15)
• NIST AI RMF
• ISO/IEC 42001

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Last Updated: January 2026 | SDK Version: 0.1