Nathan Egbuna
negbuna26 [at] andover [dot] eduHi, I'm Nathan, a rising senior at Phillips Academy interested in math, deep learning, and AI applications in finance, medicine, and equity bias.
Currently: Researching how to optimize TTC for models in latent space.
EDUCATION
Phillips Academy
High School Diploma
High School Diploma
Relevant courses: Discrete Mathematics, iOS App Development, Object-Oriented Programming in Java
RESEARCH
Optimizing LLMs for Handheld Devices
Quantized medical LLMs for low-power devices, preserving response clarity to expand equitable access to AI health tools.
Quantized medical LLMs for low-power devices, preserving response clarity to expand equitable access to AI health tools.
Bias in Diagnostic Machine Learning Models
Independent research project conducted with guidance from a WPI professor. Developed a prototype to detect overdiagnosis and evaluate accuracy disparities across patient subgroups by analyzing model confidence calibration and error asymmetry.
Independent research project conducted with guidance from a WPI professor. Developed a prototype to detect overdiagnosis and evaluate accuracy disparities across patient subgroups by analyzing model confidence calibration and error asymmetry.
PROJECTS
VoteNM
Web app that streamlines the voting process by auto-filling New Mexico absentee ballot requests through a user-friendly form and PDF generation.
Web app that streamlines the voting process by auto-filling New Mexico absentee ballot requests through a user-friendly form and PDF generation.
Univestal
iOS app for youth financial literacy simulating stock and crypto trading with live market data. Available on App Store.
iOS app for youth financial literacy simulating stock and crypto trading with live market data. Available on App Store.
Limit Orderbook Simulator
High-performance simulator of exchange order books with price-time priority matching and randomized trade execution.
High-performance simulator of exchange order books with price-time priority matching and randomized trade execution.