Computational Biology and Machine Learning
Institute of Informatics, University of Warsaw
Seeking postgraduate students and post-doc fellows: send an email
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Modern biology and medicine collect an ever-increasing amount of data about model organisms and humans. Genomics and protemics enable us to investigate extremely large numbers of molecular variables simultaneously under experimental and observational conditions. 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 in -omics to better understand complex diseases.