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
Pneumonia Classification Project
- Hybrid Bayesian-CNN with ResNet50 & EfficientNet B0 (F1 up to 73.3%)
- 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
Crypto Statistical Arbitrage
- PCA eigenportfolios, AR modeling, Sharpe 0.54
- 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
Amazon Robotics Senior Design
- Gradient Boosting & SARIMAX for stock optimization
- Tableau integration & 4.05% cost reduction