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QUANT PROJECTS

Dev / Creator

tubakhxn


Overview

This repository contains 3 advanced visual quant finance projects built using Python. Each project focuses on transforming abstract financial concepts into real-time or simulated visual systems using data science, probability, and computer vision-inspired rendering techniques.


Projects Included

1. Correlation Regime Dynamics

A 3D visualization of rolling asset correlations across multiple financial instruments. It models regime switching between calm and crisis states, showing how diversification breaks down when correlations spike toward 1 during market crashes.

2. Drawdown Topology Map

A probabilistic 3D landscape of portfolio drawdowns generated from thousands of Monte Carlo simulations. It visualizes how risk evolves over time instead of reducing it to a single metric like VaR or max drawdown.

3. Option Greeks Manifold

A 3D surface model of option pricing behavior across spot price and time to expiry. It visualizes Delta, Gamma, and Theta dynamics, showing how options evolve and decay in real time.


How to Fork and Run

  1. Fork the repository on GitHub

    • Click the "Fork" button at the top right of the repo page
  2. Clone your fork locally

git clone https://github.com/your-username/cool-quant-project.git
  1. Navigate into the project folder
cd cool-quant-project
  1. Install dependencies
pip install numpy matplotlib scipy
  1. Run any project file
python p1_greeks.py
python p2_drawdown.py
python p3_correlations.py

What You Learn

  • Monte Carlo simulation for financial modeling
  • Markov regime switching models
  • Correlation matrix dynamics
  • Black-Scholes option pricing model
  • 3D visualization using Matplotlib
  • Risk modeling and fat-tailed distributions

Relevant Links


License

MIT License – free to use, modify, and distribute.

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