Frederic Mrozinski

M.Sc.


Room: FMI 01.05.055
E-Mail: frederic.mrozinski(AT)tum.de
Phone: +49-151-20160890
Address: TUM - Fakultät für Informatik, Boltzmannstr. 3, 85748 Garching


Research Interests

In the medical field, the rise of machine learning has created numerous opportunities to assist practitioners in effectively diagnosing patients with various diseases. This not only enhances patient comfort but also addresses the shortage of certain specialists. One example is skin lesion surgeries aimed at removing cancerous tissue. In many cases, the absence of a pathologist during surgery necessitates multiple surgeries for the same patient. One of my research goals is to address this challenge by leveraging machine learning models to partially serve as the role of a pathologist during surgery.

While "classical" machine learning approaches have been extensively explored in the medical domain, multi-modal methods may hold untapped potential. A large language model’s conceptual understanding of medical practices could complement and improve the performance of existing classifiers. Exploring how to unlock this potential is the primary focus of my research.


Supervision of Theses

For the winter semester 25/26, I'm already out of capacity. For the summer semester 26, I am happy to supervise motivated Master's Students with strong academic records. I don't require any knowledge beyond general machine learning. You should however be eager to learn fast and be willing to "make your hands dirty" with implementing machine learning pipelines beyond "API-calling" :-) If you're interested, I'm happy to get to know you! Just write me an e-mail.