Computational Biology and Machine Learning
Institute of Informatics, University of Warsaw

Modern biology and medicine collect an ever-increasing amount of data about model organisms and humans. Particularly, genomics, medical imaging and electronic health records provide new opportunities for clinicians to improve our understanding of disease classification and prognosis. We are currently working on:

• Deep learning models for natural and medical images,
• Interpretability and explainability of machine learning models,
• Unsupervised learning and latent variable models to identify molecular signatures,
• Statistical problems to better understand complex diseases.