Markus Heinonen, PhD

Academy Research Fellow
Department of Computer Science
Aalto University

Office: room B360, CS-building

I am working with research groups

I visited Prof. Florence d'Alché-Buc in 2013-14 at TeleCom ParisTech and University of Evry, and obtained my PhD in 2008-13 from University of Helsinki supervised by Prof. Juho Rousu.

Research interests

  • Deep Bayesian learning
  • Generative modelling, diffusion, normalizing flows
  • Uncertainty, calibration, priors, model selection, Gaussian processes
  • Dynamical systems of ODEs, SDEs, PDEs
  • Bioinformatics: metabolites, proteins, genomes, drugs

Advice to machine learning PhD students


Plain Academic