Lifted Relational Neural Networks
A custom framework for deep relational learning, written completely from scratch in Java (with a Python frontend)
see my NeuraLogic repository
date: 2015-2020
role: developer
Selected Projects
These are my featured academic projects. You can also check my Github Account for some related software repositories.
End-to-end learning of optimal portfolios
Focus on principled combining of machine learning and subsequent (portfolio) optimization problems.
date: 2020-present
role: lead researcher
funding: Czech Science Foundation
Deep Relational Learning
Developing novel algorithms for transferring neural network methods into relational learning setting.
date: 2017-2019
role: lead researcher
funding: Czech Science Foundation
Machine learning for network security
Developing machine learning methods and sound algorithms to detect malicious events from NetFlow traffic.
date: 2013-2015
role: researcher
funding: Cisco R&D
Machine learning methods for bio-informatics
Developing various novel machine learning methods for data analysis in bio-informatics (and beyond).
date: 2017-present
role: coordinator (PI)
funding: Czech Technical University