ML: Machine learning

, Staff: Jiří Kubalík, Erik Derner, Jonáš Kulhánek, Jan Zahálka.“}“ data-sheets-userformat=“{„2″:769,“3“:{„1″:0},“11″:4,“12“:0}“>Our group focuses on reinforcement learning, deep learning, nonlinear system identification, state estimation, and data analytics. We also employ evolutionary and hybrid algorithms to solve hard optimization problems. Applications of our methods range from robotics to dialog systems.

, Staff: Jiří Kubalík, Erik Derner, Jonáš Kulhánek, Jan Zahálka.“}“ data-sheets-userformat=“{„2″:769,“3“:{„1″:0},“11″:4,“12“:0}“>Research topics:

  • , Staff: Jiří Kubalík, Erik Derner, Jonáš Kulhánek, Jan Zahálka.“}“ data-sheets-userformat=“{„2″:769,“3“:{„1″:0},“11″:4,“12“:0}“>Deep learning for visual navigation and dialog systems,
  • , Staff: Jiří Kubalík, Erik Derner, Jonáš Kulhánek, Jan Zahálka.“}“ data-sheets-userformat=“{„2″:769,“3“:{„1″:0},“11″:4,“12“:0}“>Symbolic regression for data-driven modeling,
  • , Staff: Jiří Kubalík, Erik Derner, Jonáš Kulhánek, Jan Zahálka.“}“ data-sheets-userformat=“{„2″:769,“3“:{„1″:0},“11″:4,“12“:0}“>Model-based reinforcement learning and optimal control,
  • , Staff: Jiří Kubalík, Erik Derner, Jonáš Kulhánek, Jan Zahálka.“}“ data-sheets-userformat=“{„2″:769,“3“:{„1″:0},“11″:4,“12“:0}“>Big Data visual and multimedia analytics.

Projects: Robotics for Industry 4.0

Head of the group

Name: Robert Babuška
Email: robert.babuska@cvut.cz

, Staff: Jiří Kubalík, Erik Derner, Jonáš Kulhánek, Jan Zahálka.“}“ data-sheets-userformat=“{„2″:769,“3“:{„1″:0},“11″:4,“12“:0}“> PI: Robert Babuška 

, Staff: Jiří Kubalík, Erik Derner, Jonáš Kulhánek, Jan Zahálka.“}“ data-sheets-userformat=“{„2″:769,“3“:{„1″:0},“11″:4,“12“:0}“>Staff: Jiří Kubalík, Erik Derner, Jonáš Kulhánek, Jan Zahálka