Projects

Built a steady state nephron model that includes calcium and magnesium transport to study how drug induced transporter changes alter electrolyte balance along the kidney.

Built adversarially trained deep learning models for genomics to test sensitivity of gene expression predictions to small perturbations and improve biological interpretability for drug discovery.

Built unsupervised time series pipelines to identify recurring long term trajectory patterns in irregular multi channel behavioral data using DTW, representation learning, and density based clustering.

Designed and implemented an end to end EEG based BCI for real time wheelchair control using CSP feature extraction and frequency domain classification to translate neural signals into reliable movement commands.