Projects

Predicting Consumer Satisfaction with NLP Text Emotion Analysis

A machine learning system that predicts customer satisfaction by using NLP to analyze emotional undertones in Amazon reviews.

Music Emotion Analyzer Agent

An agentic LLM pipeline that maps your Spotify listening onto 25 research-backed emotions and emails you an interactive dashboard of your emotional patterns over time.

The Role of Emotion in Music Popularity Prediction

Investigated whether emotion features improve music popularity prediction, finding that autoencoder-compressed representations implicitly encode emotional content.

Investigating Emotional Markets

Predicting market crashes and movements by analyzing fine-grained emotional sentiment from retail investor discussions on Reddit using NLP.

Exploring Human Centered Data Storytelling - Undergraduate Thesis

Exploring the impact of human-centered data storytelling on empathy and emotional engagement in social and political issues.

Garden Finance

A social investment platform that turns your portfolio into a 3D garden you can grow, share, and compare with friends.

🏆 Ada Hack 2025 Winners | Optiver Challenge Winners

Study AI

StudyAI is a professor-in-the-loop AI tutor that grounds Socratic dialogue and adaptive learning in course-specific materials to engage students across diverse learning styles.

🏆 Teachathon 2025 | 4th Place

World Cup Betting Model

A self-updating World Cup prediction model that statistically prices every betting market and integrates a web-search AI agent to feed live team news and lineups into its forecasts.