Elevated CD4+ memory T-cells enable immune response to neoadjuvant atezolizumab in non-squamous NSCLC
My summer research from 2023 uses statistical analysis, GSEA, and TIMER2 immune deconvolution to investigate immune response. 
Portfolio
Dynamical systems approaches for deep learning
My undergraduate senior thesis from 2024 reimagines neural network designs as discrete dynamical systems, and investigates the effects of sparse and low-rank matrices on iterative network performance. 