A few things I have built, researched, taught, or helped move forward.
An iOS lyrics app focused on real-time playback with Spotify and Apple Music. I have been building the SwiftUI app, beta testing through TestFlight, and working through the product details that make music feel live across the phone, Lock Screen, and CarPlay.
I worked on a full-stack research prototype for multi-agent feedback inside a collaborative writing interface. The system explored how different AI reviewer roles could help students receive more varied, contextual feedback while keeping the revision process anchored to their own work.
Paper link coming soon. It is currently under peer review.
I helped teach machine learning concepts through interactive Jupyter Notebook modules. The work included lessons and experiments around audio pattern recognition, image classification, natural language processing, and real-time visualization for students building toward a modular cognitive assistant.
A machine learning and time-series project using scraped NFL viewership data, Pandas, Selenium, linear regression, ARIMA, and SARIMA models to study and forecast audience trends from 2014 to 2024.