AIC Data Science Wiki

Welcome to AIC Holdings data science team's documentation and knowledge base! This wiki serves as the central hub for all our data science workflows, methodologies, and institutional knowledge.

🔗 Live Applications

Access our deployed data science tools directly:

💼 MarginIQ

Interactive margin report analysis and risk management dashboard. Upload Goldman Sachs margin reports for automated OCR extraction, portfolio analysis, and comprehensive risk metrics.

📈 Sigma Surf Strategy

Options trading strategy analyzer with Monte Carlo simulation, PnL decomposition, and risk analysis tools for covered call and spread strategies.

🧪 Streamlit Testing Suite

Comprehensive testing dashboard for Railway deployment validation. Test persistent volumes, Parquet storage, database connectivity, and system diagnostics.

What You'll Find Here

🚀 Getting Started

Learn how to set up your development environment and get up to speed with our team's workflows.

📊 Guides

Step-by-step tutorials for common data science tasks including analysis, modeling, and deployment.

📚 Reference

API documentation, coding standards, and technical references for our tools and libraries.

Quick Links

• Team Setup Guide
• Data Science Education
• Architecture Guides
• API Documentation

How to Contribute

This wiki is maintained as markdown files in our git repository. You can contribute by:

1. Editing files directly in your IDE (VSCode, etc.)
2. Using AI assistance with Claude Code for content creation
3. Creating pull requests for collaborative review

All content is version-controlled and automatically builds into this beautiful documentation site.

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Pro Tip

Use the search function (press /) to quickly find specific topics or code examples.

Living Document

This wiki is constantly evolving. If you notice outdated information or have suggestions for improvement, please contribute!