Computational Science & Engineering
Urban Autonomous Taxi Simulation
• Agent-based SimPy simulation with NYC Taxi & OpenStreetMap data
• GCNN-DDGF demand forecasting, 49.6 RMSE
• 5% increase in trip fulfillment, 38% fewer failures
• GCNN-DDGF demand forecasting, 49.6 RMSE
• 5% increase in trip fulfillment, 38% fewer failures
Pneumonia Classification Project
• Hybrid Bayesian-CNN with ResNet50 & EfficientNet B0 (F1 up to 73.3%)
• LoRA adaptation reducing parameters by 90%
• LoRA adaptation reducing parameters by 90%
Quantitative Finance
Thesis: LLMs & Portfolio Forecasting
• BERT-based sentiment analysis of FDA announcements
• Temporal Fusion Transformer & GCN for price prediction
• Temporal Fusion Transformer & GCN for price prediction
Crypto Statistical Arbitrage
• PCA eigenportfolios, AR modeling, Sharpe 0.54
• Dynamic signal mapping & backtesting routines
• Dynamic signal mapping & backtesting routines
Industry & Other Projects
NASA JPL MOID Regression Analysis
• R stepwise & Lasso regression (adj. R²=0.366)
• Q-Q plots, residual diagnostics, cross-validated lambda tuning
• Q-Q plots, residual diagnostics, cross-validated lambda tuning
Amazon Robotics Senior Design
• Gradient Boosting & SARIMAX for stock optimization
• Tableau integration & 4.05% cost reduction
• Tableau integration & 4.05% cost reduction