Work
Featured Project
Healthcare Price Transparency
Why does the same surgery cost 10× more across the street?
Built an ML pipeline to surface the hidden drivers behind U.S. hospital pricing variability. Integrated hospital and procedure-level datasets across regions, insurance types, and patient demographics. Models (Naïve Bayes, SVM, HDBSCAN, Association Rules) identify pricing clusters and outliers — turning opaque billing data into actionable policy insights.
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01
Treasury Yield Regime Forecasting
Regime-aware neural networks (FNN, CNN, LSTM, Transformer) forecasting the 10-Year U.S. Treasury yield using macroeconomic, market, and Fed policy data across a decade. Includes shock simulations and feature importance analysis.
02
EPL Transfer Narrative NLP
NLP + network science on Premier League transfer press coverage and Reddit discourse from 2016–2025. Quantifies how hype independently predicts competitive outcomes beyond financial spend alone.
03
Household Electricity Demand Forecasting
PyTorch LSTM forecasting daily household electricity consumption from multi-year power usage data structured as supervised learning sequences. Evaluated on RMSE, MAE, and R².
04
Telco Churn — TabNet
End-to-end replication of TabNet (Google AI) benchmarked against XGBoost and sklearn on telecom churn prediction. Highlights interpretable attention mechanisms on tabular data.
05
California Mall Sales Analysis
Regression and spatial analysis of California mall sales performance, identifying demographic and location drivers to help operators optimize marketing strategy and profitability.
06
UEFA Champions League Analysis
Historical pattern analysis of 68 years of Champions League data (1955–2023), surfacing trends in match performance, team dominance cycles, and final-stage outcomes.
07
Nvidia Financial & Strategic Analysis
Comprehensive analysis of Nvidia's strategic position — supply chain, GPU/AI market dynamics, competitive moat, and DCF-based financial forecasts with pro forma modeling.
08
OCTA Travel Demand Forecast
GIS and transportation modeling for the Orange County Transportation Authority — analyzing population growth, traffic flow, and bikeway usage to support infrastructure and land-use planning.
