Application of a Reinforcement Learning Algorithm in the Development of Computer Games

Linić, Marino

prikaz prve stranice dokumenta Application of a Reinforcement Learning Algorithm in the Development of Computer Games

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undergraduate thesis

Application of a Reinforcement Learning Algorithm in the Development of Computer Games

Rijeka: University of Rijeka, 2023. urn:nbn:hr:195:429070

Linić, Marino

University of Rijeka
Faculty of Informatics and Digital Technologies

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APA 6th Edition

Linić, M. (2023). Application of a Reinforcement Learning Algorithm in the Development of Computer Games (Undergraduate thesis). Rijeka: University of Rijeka. Retrieved from https://urn.nsk.hr/urn:nbn:hr:195:429070

MLA 8th Edition

Linić, Marino. "Application of a Reinforcement Learning Algorithm in the Development of Computer Games." Undergraduate thesis, University of Rijeka, 2023. https://urn.nsk.hr/urn:nbn:hr:195:429070

Chicago 17th Edition

Linić, Marino. "Application of a Reinforcement Learning Algorithm in the Development of Computer Games." Undergraduate thesis, University of Rijeka, 2023. https://urn.nsk.hr/urn:nbn:hr:195:429070

Harvard

Linić, M. (2023). 'Application of a Reinforcement Learning Algorithm in the Development of Computer Games', Undergraduate thesis, University of Rijeka, accessed 25 December 2024, https://urn.nsk.hr/urn:nbn:hr:195:429070

Vancouver

Linić M. Application of a Reinforcement Learning Algorithm in the Development of Computer Games [Undergraduate thesis]. Rijeka: University of Rijeka; 2023 [cited 2024 December 25] Available at: https://urn.nsk.hr/urn:nbn:hr:195:429070

IEEE

M. Linić, "Application of a Reinforcement Learning Algorithm in the Development of Computer Games", Undergraduate thesis, University of Rijeka, Rijeka, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:195:429070

Cite this item: https://urn.nsk.hr/urn:nbn:hr:195:429070

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Metadata

Title	Application of a Reinforcement Learning Algorithm in the Development of Computer Games
Title (croatian)	Primjena algoritma učenja s podrškom u razvoju računalnih igara
Author	Marino Linić
Mentor	Marina Ivašić-Kos (mentor)
Committee member	Sanda Martinčić-Ipšić (predsjednik povjerenstva)
Committee member	Miran Pobar (član povjerenstva)
Committee member	Marina Ivašić-Kos (član povjerenstva)
Granter	University of Rijeka (Faculty of Informatics and Digital Technologies) Rijeka
Defense date and country	2023-09-27, Croatia
Scientific / art field, discipline and subdiscipline	SOCIAL SCIENCES Information and Communication Sciences
Abstract	In this paper, reinforcement learning was examined by creating a Python puzzle video game and implementing a Q-learning algorithm. Having full control of the development process, it was possible to track, explain, and visualize every step of the algorithm. Along with the theoretical background, this thesis serves as an introductory paper to understand the inner workings of simple machine—or reinforcement—learning algorithms while applying them in video game environments. Reinforcement learning is an industry standard tool in the development of video games, and having a firm grasp of the methods used to implement such tools is highly pertinent within the field. I also analyze how tweaking various parameters of the Q-learning formula yields different degrees of optimization. An attempt is made to find a more optimal parameter combination, which itself is contextually dependent on the environment the agent is training in.
Keywords
Language	english
URN:NBN	urn:nbn:hr:195:429070
Study programme	Title: Informatics Study programme type: university Study level: undergraduate Academic / professional title: sveučilišni/a prvostupnik/prvostupnica (baccalaureus/baccalaurea) informatike (sveučilišni/a prvostupnik/prvostupnica (baccalaureus/baccalaurea) informatike)
Type of resource	Text
File origin	Born digital
Access conditions	Access restricted to authenticated users
Terms of use
Repository	Repository of the University of Rijeka, Faculty of Informatics and Digital Technologies
Created on	2023-09-26 15:48:30