Developing a Volleyball Game with an AI Opponent Using Reinforcement Learning

dc.contributor.advisor	Matiisen, Tambet, juhendaja
dc.contributor.author	Marran, Tanel
dc.contributor.other	Tartu Ülikool. Loodus- ja täppisteaduste valdkond	et
dc.contributor.other	Tartu Ülikool. Arvutiteaduse instituut	et
dc.date.accessioned	2023-09-08T07:44:41Z
dc.date.available	2023-09-08T07:44:41Z
dc.date.issued	2021
dc.description.abstract	This thesis integrates reinforcement learning into a game development project by creating a competitive volleyball game, where the user can play against an artificial intelligence (AI) trained using reinforcement learning techniques. The work elaborates on what reinforcement learning is, brings forth some of the challenges of adding machine learning to a game, describes the development environment Unity and its machine learning package ML-Agents as well as analyzes the finished game and its AI.	et
dc.identifier.uri	https://hdl.handle.net/10062/92020
dc.language.iso	eng	et
dc.publisher	Tartu Ülikool	et
dc.rights	openAccess	et
dc.rights	Attribution-NonCommercial-NoDerivatives 4.0 International	*
dc.rights.uri	http://creativecommons.org/licenses/by-nc-nd/4.0/	*
dc.subject	machine learning	et
dc.subject	reinforcement learning	et
dc.subject	game development	et
dc.subject	self-play	et
dc.subject.other	bakalaureusetööd	et
dc.subject.other	informaatika	et
dc.subject.other	infotehnoloogia	et
dc.subject.other	informatics	et
dc.subject.other	infotechnology	et
dc.title	Developing a Volleyball Game with an AI Opponent Using Reinforcement Learning	et
dc.type	Thesis	et