703330 VU Advanced Topics in Perception, Interaction and Robotics: Machine Learning for Interactive Systems

winter semester 2021/2022 | Last update: 19.08.2021 Place course on memo list
703330
VU Advanced Topics in Perception, Interaction and Robotics: Machine Learning for Interactive Systems
VU 3
5
weekly
annually
English

Advanced understanding of selected advanced areas of specialisation in perception, interaction and robotics; acquisition of the ability to independently educate themselves in the field.

How can we design learning software systems that adjust their parameters according to example data, continually optimize their own performance, and/or automatically adapt to changing contexts? This course conveys knowledge of advanced techniques and competences in the formulation and solution of problems of machine learning.

The first part of the course discusses some general, fundamental aspects of ML, including its probabilistic foundations and discriminative and generative models. The second part specifically focuses on ML methods for interactive systems, with an emphasis on deep reinforcement learning.

The VU conveys theoretical concepts that are solidified in exercises and programming projects.

Programming projects; oral exam

Basic prior competences in machine learning (as taught in our Bachelor-level ML course 703075/703076) and in mathematics will be helpful.

see dates
Group 0
Date Time Location
Mon 2021-10-04
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2021-10-11
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2021-10-18
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2021-10-25
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2021-11-08
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2021-11-15
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2021-11-22
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2021-11-29
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2021-12-06
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2021-12-13
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2022-01-10
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2022-01-17
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2022-01-24
12.15 - 15.00 HSB 2 HSB 2 Barrier-free
Mon 2022-01-31
12.15 - 15.00 HSB 2 HSB 2 Barrier-free