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Projects

Selected Work

Things I’ve built, shipped, or researched. Each one taught me something I couldn’t have learned any other way.

Improvements in Adverse Drug Reaction Prediction

2023Published

Published first-author paper improving ADR prediction via rigorous interpretability (SHAP, feature importance) across Random Forest, Gradient Boosting, and SVM.

PythonScikit-learnSHAPPublished
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Multi-Modal Apple Stock Prediction

2025Complete

Fused LSTM time-series with FinBERT sentiment embeddings to predict AAPL direction and price — beat linear baseline by 15pp accuracy. IEOR 242B team capstone.

LSTMFinBERTPyTorchMulti-modal
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BTC ETF Analysis

2024Complete

Three-month quantitative deep-dive on spot Bitcoin ETFs: decomposed premium/discount dynamics across 12 products and identified a persistent 3–7bp arbitrage window.

QuantPythonDuckDBFinance
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