Projects

Explore my personal projects on optimization, simulation and modeling.

Simulation

Da Cinco Model — EPL Strategic Decision Framework

MCM/ICM 2026 submission: A quantitative framework for English Premier League clubs linking player valuation, injury risk, ticket pricing, and revenue to relegation probability and strategic decisions.

  • Position-specific performance metric (PP90) inspired by WAR and plus-minus models
  • Injury risk modeling via logistic regression and Poisson process for expected games missed
  • Ticket pricing optimization with demand index and constrained revenue maximization
PythonRegressionOptimizationProbability
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Simulation

Monte Carlo Collision Simulation

Monte Carlo pipeline to estimate collision probability between two orbiting objects (satellites/debris) using Conjunction Data Message (CDM) inputs and orbital propagation.

  • Parses Conjunction Data Messages (CDMs) for nominal state and covariance
  • Samples from Gaussian state uncertainty via Cholesky decomposition
  • Propagates trajectories to time of closest approach (SGP4 or numerical integration)
PythonSGP4NumPyMonte Carlo
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Simulation

Fake News Detector

NLP-based classification system to detect fake news using embeddings and transformer models.

  • Doc2Vec and Word2Vec embeddings for text representation
  • BERT-based classifier for semantic understanding
  • Data cleaning and preprocessing pipeline
PythonBERTDoc2VecWord2VecNLP
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Visualization

Market Journal

Website displaying closing market prices of important stocks with blurbs about reasons behind market trends.

  • Real-time and historical closing prices for major indices and stocks
  • Curated blurbs explaining market trends and catalysts
  • Python backend for price fetching and backfill
PythonJavaScriptTypeScriptVercel
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Visualization

Orbit Render

Visualization of orbital mechanics and satellite trajectories.

  • Interactive orbit and trajectory visualization
  • HTML/JavaScript-based rendering
  • Deployed on Vercel
JavaScriptHTMLVercel
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Simulation

Weather Decisions

Probabilistic weather forecasting (HDD/CDD, precip, wind) + market mapping to generate trade signals for thin/low-volume assets.

  • Probabilistic weather forecasting for HDD, CDD, precipitation, wind
  • Market mapping to thin and low-volume assets
  • Trade signal generation for proxy baskets
PythonProbabilistic ModelingMarkets
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