2021-02-04, 12:15, meet.google.com/yew-oubf-ngi
Jacek Cyranka
Safety (Constrained) Reinforcement Learning
This is a "reading group" type of seminar - expect less polished presentation, more of a learning effort for the interested participants. ...
2020-11-26, 12:15, google meet (meet.google.com/yew-oubf-ngi)
Piotr Januszewski
Decision making in uncertainty: Introduction to Multi-Armed Bandits algorithms
There are many reasons to care about bandit problems. Decision-making with uncertainty is a challenge we all face, and bandits provide a simple model of this dilemma we can study. Bandit problems have practical applications like configuring web interfaces, where applications include news recommen...
2020-11-12, 12:15, meet.google.com/yew-oubf-ngi
Tomasz Danel (Jagiellonian University)
Machine Learning in Computer-Aided Drug Design
Drug discovery is a long and expensive process. Currently, pharmaceutical companies begin to acknowledge the potential of machine learning methods. These methods enable the effective exploration of the chemical space and the rapid identification of promising chemical compounds. During the present...
2020-10-29, 12:15, google meet (meet.google.com/yew-oubf-ngi)
Michał Garmulewicz
Towards structured world models for control
In recent years model-based RL has broadly lived up to its promise and has kept bringing outstanding benchmark performance, especially in the limited data regime. Secondly, there is a growing interest in using structural priors to improve world models, making them less data-hungry, mor...