doctor of science, docent
I am working
in the Deep Learning and Bayesian Modelling group
in the Department of
Information and Computer Science
in Aalto University School of Science.
My research
concerns studying latent variable models in nonlinear, high-dimensional, and
relational settings.
After my doctoral degree, I have returned to basics in a sense, improving very basic machine learning methods such as
principal component analysis and the restricted Boltzmann machine. My application areas
range from control of mechanical systems to classification of proteins. My latest interest is deep learning.
You can read more from my project page (2010-2012), thesis page (2006), or publication list.
I am also working for ZenRobotics
Ltd. as a senior scientist. See videos trailer 1 and trailer 2 about ZenRobotics.
I am active in the Finnish Artificial Intelligence Society, having been the organising chair of some of its conferences (SCAI 2006, STeP 2008), and the local arrangement chair of the MLSP 2010 workshop. I have also been the academic coordinator of the Master's programme on Machine Learning and Data Mining.
I am interested in board games, I have for instance implemented AI players for Go and some connection games. I also sing in vocal groups and enjoy music. My latest hobby is juggling.
Journal articles
Book chapters
Theses
Edited books
Conference papers
Other publications
Software packages released by the Bayes group