Inhalt

[ 481MPASRLEK26 ] KV Robot Learning

Versionsauswahl
Workload Ausbildungslevel Studienfachbereich VerantwortlicheR Semesterstunden Anbietende Uni
6 ECTS M - Master Mechatronik Dieter Büchler 4 SSt Johannes Kepler Universität Linz
Detailinformationen
Quellcurriculum Masterstudium Mechatronik 2026W
Lernergebnisse
Kompetenzen
Students develop a research-oriented understanding of modern robot learning methods, which describe learning approaches to generate goal-directed behaviors on robotic systems. The class focuses on reinforcement learning, imitation learning, simulation-to-reality transfer, foundation models for robotics (specifically diffusion and transformer-based models), and bio-inspired as well as morphology-aware robotics. They can formulate robotic control problems within contemporary learning frameworks, analyze learning-based control architectures for dynamic and manipulation tasks, and understand how large-scale generative and transformer models can be integrated into robotic systems. Students can critically evaluate state-of-the-art research in robot learning and independently design learning-based solutions for high-dimensional, dynamic, and real-world robotic platforms.
Fertigkeiten Kenntnisse
Beurteilungskriterien
Abhaltungssprache English
Lehrinhalte wechselnd? Nein
Präsenzlehrveranstaltung
Teilungsziffer -
Zuteilungsverfahren Zuteilung nach Reihenfolge