Igranje igre 2048 korištenjem neuronskih mreža

Orešković, Krešo

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undergraduate thesis

Igranje igre 2048 korištenjem neuronskih mreža

Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. urn:nbn:hr:168:487220

Orešković, Krešo

University of Zagreb
Faculty of Electrical Engineering and Computing

Cite this document

APA 6th Edition

Orešković, K. (2023). Igranje igre 2048 korištenjem neuronskih mreža (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:487220

MLA 8th Edition

Orešković, Krešo. "Igranje igre 2048 korištenjem neuronskih mreža." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:487220

Chicago 17th Edition

Orešković, Krešo. "Igranje igre 2048 korištenjem neuronskih mreža." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:487220

Harvard

Orešković, K. (2023). 'Igranje igre 2048 korištenjem neuronskih mreža', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 06 February 2025, https://urn.nsk.hr/urn:nbn:hr:168:487220

Vancouver

Orešković K. Igranje igre 2048 korištenjem neuronskih mreža [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2023 [cited 2025 February 06] Available at: https://urn.nsk.hr/urn:nbn:hr:168:487220

IEEE

K. Orešković, "Igranje igre 2048 korištenjem neuronskih mreža", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:168:487220

Cite this item: https://urn.nsk.hr/urn:nbn:hr:168:487220

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Metadata

Title	Igranje igre 2048 korištenjem neuronskih mreža
Title (english)	Playing the 2048 game using neural networks
Author	Krešo Orešković
Mentor	Marko Đurasević (mentor)
Committee member	Marko Đurasević (predsjednik povjerenstva)
Committee member	Nikolina Frid (član povjerenstva)
Committee member	Josip Šarić (član povjerenstva)
Granter	University of Zagreb Faculty of Electrical Engineering and Computing Zagreb
Defense date and country	2023-07-06, Croatia
Scientific / art field, discipline and subdiscipline	TECHNICAL SCIENCES Computing
Abstract	Rad se fokusira na korištenje genetskog algoritma za treniranje neuronske mreže za igranje popularne igre 2048. Genetski algoritam koristi prirodnu selekciju, križanje i mutaciju kako bi generirao nove generacije mreža koje su sve bolje u igranju igre. Kroz iterativni proces, mreže uče strategije i pravila igre koje su potrebne za postizanje visokih bodova. Nakon što je mreža trenirana, testira se njezina sposobnost igranja igre i ocjenjuje se njezin uspjeh u usporedbi s drugim metodama igranja. Rezultati projekta pokazuju da genetski algoritam može biti uspješan u treniranju neuronske mreže za igranje 2048 igre.
Abstract (english)	The project focuses on using a genetic algorithm to train a neural network to play the popular game 2048. The genetic algorithm employs natural selection, crossover, and mutation to generate new generations of networks that get progressively better at playing the game. Through an iterative process, the networks learn strategies and rules of the game that are necessary to achieve high scores. Once the network is trained, its ability to play the game is tested, and its performance is evaluated in comparison to other playing methods. The project's results demonstrate that the genetic algorithm can be successful in training a neural network to play the 2048 game.
Keywords
Keywords (english)
Language	croatian
URN:NBN	urn:nbn:hr:168:487220
Study programme	Title: Computing Study programme type: university Study level: undergraduate Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
Type of resource	Text
File origin	Born digital
Access conditions	Closed access
Terms of use
Public note
Repository	FER Repository
Created on	2023-07-13 10:24:52