I am a second year Ph.D. Student in the department of Computer Science at Johns Hopkins University, co-advised by Dr. Mathias Unberath and Dr. Jithin Yohannan. My primary research interest lies in improving the reliability of clinical machine learning systems by ensuring high quality training data via auditing methods and synthetic data generation.