Deep Learning

AI vs. Human Art Classification

A deep-learning classifier that distinguishes AI-generated from human-made artwork, with interpretability via Grad-CAM, t-SNE, and PCA.

cfDNA Cancer Detection — A Cross-Cohort Recovery Story

Cell-free DNA methylation cancer detection over the Loyfer atlas. Cross-cohort AUROC on GSE122126 went from 0.217 (below random, model inverted) to 0.850 across four of five cancer types. The four mechanisms that closed the gap, and the literature check that showed they're not novel.

NeurIPS Polymer Prediction

Kaggle competition for predicting polymer properties from SMILES-style representations — a multi-phase hybrid pipeline combining gradient-boosted and deep models.

Stanford RNA 3D Folding

Kaggle competition entry for predicting RNA 3D structure from sequence — a pipeline + evaluation stack using TM-align for structural scoring.

Competitor — Stanford RNA 3D Folding