Work
Beyond the Ball: Player Positioning & Soccer Outcomes
A comparative ML study on whether StatsBomb 360 freeze-frame features improve possession-outcome and shot-creation prediction.
Healthcare Analytics (ASA DataFest)
Care-journey analytics over ~700K healthcare events: a DuckDB warehouse, patient segmentation, and follow-up prediction. Best Visualization at DataFest 2026.
Brain Tumor Segmentation and Explainability Pipeline
An end-to-end MRI segmentation pipeline on BraTS 2021: data curation, a 2D U-Net, uncertainty estimates, Grad-CAM, and tumor quantification.
MARC for MATA
A transit app for Memphis: a live map of 40+ buses, GTFS trip planning, and rider accessibility reports scored by an LLM. Rhodes Hackathon champion.
When Can Synthetic Data Be Trusted?
An empirical study of synthetic tabular data reliability across copula, VAE, and GAN generators, from distributional fit down to downstream inference.
World Models in a Cognitive Architecture
A latent-space world model (beta-VAE encoder, GRU dynamics) built into the LIDA cognitive architecture, with a DreamerV3-style predictive agent.
Combinatorial Game Theory: Corners on Young Diagrams
A paper characterizing the P-positions of Corners, a combinatorial game played on Young diagrams, via a chain decomposition and a prefix-XOR construction.