Samuel Kaski
Tietotekniikan laitos

Samuel Kaski

Professori

Yhteystiedot

Postiosoite
Aalto SCI Computer Science Konemiehentie 2
Mobile phone
+358503058694
Full researcher profile
https://research.aalto.fi/...

Kuvaus

I work on probabilistic machine learning, meaning probabilistic modelling and Bayesian inference, applied to difficult problems that are interesting and societally important. At the moment I work on the inter-related topics of analysis of multiple data sources, human-in-the-loop machine learning, simulator-based inference (likelihood-free inference with ABC), and privacy-preserving learning. I have had the chance to collaborate with amazing people in interdisciplinary research projects on applications in biology and medicine, brain signal analysis and user interaction (see list of publications), and in the Aalto Probabilistic Machine Learning Group which I lead with Prof. Aki Vehtari, and the Finnish Center of Excellence in Computational Inference Research which I lead until end of 2017.  

To further boost the already strong artificial intelligence research and its impact, we are setting up a new Finnish Artificial Intelligence Center FCAI, which I will lead 2018-. It is a partnership of Aalto University, University of Helsinki, and a number of company members, networking further to key international and national partners. We aim to solve three bottleneck questions in AI research: data scarcity, dependability of AI, and ability of AI to understand its users (more details here). The research will be done with company partners, including new startups and spin-offs, which will take the results directly to use. We will also pay special attention to AI education.

Osaamisalueet

Palkinnot

Palkinto tai huomionosoitus urasta
Tietotekniikan laitos
Jan 2016

Academy Professor

Palkinto tai huomionosoitus urasta
Tietotekniikan laitos
Jan 2017

Member of Finnish Academy of Science and Letters

Palkinto tai huomionosoitus tuotoksesta
Laskennallinen päättely COIN
Jan 2018

Aalto SCI Award 2018 for Innovation of the year

Tutkimusryhmät

Laskennallinen päättely COIN, Professori
Professorship Kaski S., Professori
Helsinki Institute for Information Technology HIIT, Professori
Probabilistic Machine Learning, Professori
Finnish Center for Artificial Intelligence, Professori

Julkaisut

Tietotekniikan laitos, Professorship Kaski S., Computational Electronic Structure Theory, Teknillisen fysiikan laitos, Finnish Center for Artificial Intelligence, Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Laskennallinen päättely COIN
Publishing year: 2020
Professorship Lähdesmäki H., Molekylaarinen systeemi-immunologia ja fysiologia, Symmys, Tietotekniikan laitos, Finnish Center for Artificial Intelligence, Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Professorship Kaski S., Laskennallinen päättely COIN, School services, SCI
Publishing year: 2020 The 23rd International Conference on Artificial Intelligence and Statistic
Laskennallinen päättely COIN, Professorship Kaski S., Helsinki Institute for Information Technology HIIT, Probabilistic Machine Learning, Tietotekniikan laitos, Finnish Center for Artificial Intelligence
Publishing year: 2019 Proceedings of the 28th International Joint Conference on Artificial Intelligence, IJCAI 2019
Laskennallinen päättely COIN, Professorship Kaski S., Helsinki Institute for Information Technology HIIT, Probabilistic Machine Learning, School services, SCI, Tietotekniikan laitos, Professorship Vehtari A., Finnish Center for Artificial Intelligence
Publishing year: 2019 Submitted
Professorship Kaski S., Helsinki Institute for Information Technology HIIT, Tietotekniikan laitos, Laskennallinen päättely COIN, Professorship Marttinen P., Finnish Center for Artificial Intelligence, Probabilistic Machine Learning
Publishing year: 2019 MBIO
Professorship Kaski S., Tietotekniikan laitos, Markkinoinnin laitos, School services, SCI, Tieto- ja palvelutalouden laitos, Finnish Center for Artificial Intelligence, Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Laskennallinen päättely COIN
Publishing year: 2019
Tietotekniikan laitos, Professorship Kaski S., Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, HIIT/Tietotekniikan tutkimus
Publishing year: 2019 Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases
Tietotekniikan laitos, Finnish Center for Artificial Intelligence, Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Professorship Kaski S., Laskennallinen päättely COIN
Publishing year: 2019 Bioinformatics
Laskennallinen päättely COIN, School services, SCI, Tietotekniikan laitos, Professorship Marttinen P., Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Professorship Kaski S., Finnish Center for Artificial Intelligence
Publishing year: 2019 Bioinformatics (Oxford, England)
Probabilistic Machine Learning, Tietotekniikan laitos, Helsinki Institute for Information Technology HIIT, Professorship Kaski S., Finnish Center for Artificial Intelligence, Laskennallinen päättely COIN
Publishing year: 2019 BRIEFINGS IN BIOINFORMATICS