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indrxjith/README.md

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LinkedIn Kaggle QuantConnect Email


⚑ What I Do

I sit at the intersection of quantitative finance and machine learning β€” designing data-driven systems that extract signal from noise, price risk, and build edge in financial markets.


🧠 Skills

🐍 Python & Data Stack

Python Pandas NumPy SciPy scikit-learn Statsmodels Plotly SQL

πŸ“ˆ Quant & Finance

Portfolio Optimization Factor Models Backtesting Black-Scholes VaR/CVaR Monte Carlo

πŸ€– Machine Learning

XGBoost LightGBM LSTM Logistic Regression Feature Engineering Walk-Forward Validation

πŸ› οΈ Tools & Platforms

Git FastAPI Streamlit Bloomberg Terminal QuantConnect Kaggle


πŸš€ Featured Project

A full quant research pipeline β€” from raw data to risk-adjusted returns β€” with Monte Carlo optimization, efficient frontier construction, and rigorous out-of-sample validation.

Metric Result
πŸ“ˆ Rolling CAGR 25%+
⚑ Sharpe Ratio ~1.0
πŸ›‘οΈ Sortino Ratio > 1.0
πŸ† Benchmark Outperforms SPY

What's inside:

  • 🎲 Monte Carlo simulation β€” 2,000 portfolios per rebalance cycle
  • πŸ“‰ Efficient Frontier visualization with optimal Sharpe portfolio
  • πŸ”„ Rolling backtest β€” 5-year train Β· 1-year test Β· annual rebalance
  • πŸ“ Full risk suite β€” VaR, CVaR, Sharpe, Sortino, drawdown analysis
  • πŸ“Š Covariance & correlation matrix analysis

✦ Stack: Python · Pandas · NumPy · SciPy · Plotly · Statsmodels
✦ Optimization: Maximize Sharpe Ratio via Monte Carlo · Walk-forward validated


πŸ“Š GitHub Stats


Built with πŸ–€ by Indrajith

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