Assistant Professor, Academy Research Fellow
I lead the Deep Learning and Bayesian Modelling research group
in Aalto University School of Science.
My research topic is deep learning. After my doctoral degree, I returned to basics of machine learning, improving methods such as principal component analysis and the restricted Boltzmann machine. My application areas have ranged from control of mechanical systems to image segmentation and classification of proteins. My h-index is 16 and my Erdös number is 3.
Around 2013, I was mainly working for ZenRobotics Ltd. as a senior scientist, and only held a side-job at the university. See a video from ZenRobotics. In 2014, I visited Yoshua Bengio's group for 5 months.
See my list of publications for details.
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.