Ilkin Isler is a dedicated Ph.D. candidate in Computer Science at the University of Central Florida, where she also serves as a research assistant under the dual supervision of Prof. Turgut and Prof. Bagci from Northwestern University. Her research lies at the intersection of deep learning and high-risk applications such as medical imaging. Specifically, Ilkin's objective is to develop trustworthy, explainable AI systems for use in radiation oncology and radiology systems.