Universität Bonn: Autonomous Intelligent SystemsInstitute for Computer Science VI: Autonomous Intelligent Systems

Lecture Robot Learning (2V+2Ü) (MA-INF 4114) 

Prof. Dr. Sven Behnke

Tuesdays 14:30 - 16:00

Lecture hall: Friedrich-Ebert-Allee 144, room III.3a


This lecture is one of the introductory lectures of the intelligent systems track of the master programme "Computer Science".

Creating autonomous robots that can learn to assist humans in situations of daily life is a fascinating challenge for machine learning.
The lecture covers key ingredients for a general robot learning approach to get closer towards human-like performance in robotics, such as reinforcement learning, learning models for control, learning motor primitives, learning from demonstrations and imitation learning, and interactive learning. 


Exercises:


Slides and assignments


Exams:


Literature

- R.Sutton and A. Barto: Reinforcement Learning: An Introduction. MIT Press, 1998.

- O. Sigaud and J. Peters (Eds.): From Motor Learning to Interaction Learning in Robots. Springer, 2010.

- Additional literature will be mentioned in the lecture.

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Universität Bonn, Institute for Computer Science, Departments: I, II, III, IV, V, VI