prikaz prve stranice dokumenta Stroj za igru šah zasnovan na podržanom učenju
No public access
undergraduate thesis
Stroj za igru šah zasnovan na podržanom učenju
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. urn:nbn:hr:168:955093
Džida, Mladen
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Džida, M. (2021). Stroj za igru šah zasnovan na podržanom učenju (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:955093

Džida, Mladen. "Stroj za igru šah zasnovan na podržanom učenju." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:955093

Džida, Mladen. "Stroj za igru šah zasnovan na podržanom učenju." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:955093

Džida, M. (2021). 'Stroj za igru šah zasnovan na podržanom učenju', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 26 June 2024, https://urn.nsk.hr/urn:nbn:hr:168:955093

Džida M. Stroj za igru šah zasnovan na podržanom učenju [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2021 [cited 2024 June 26] Available at: https://urn.nsk.hr/urn:nbn:hr:168:955093

M. Džida, "Stroj za igru šah zasnovan na podržanom učenju", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2021. Available at: https://urn.nsk.hr/urn:nbn:hr:168:955093

Metadata
TitleStroj za igru šah zasnovan na podržanom učenju
Title (english)Chess Game Engine Based on Reinforcement Learning
AuthorMladen Džida
MentorMarin Šilić (mentor)
Committee memberMarin Šilić (predsjednik povjerenstva)
Committee memberLucija Šikić (član povjerenstva)
Committee memberDavor Vukadin (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2021-07-07, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U 2017. godini je DeepMind izdao rad u kojem je opisao glavnu ideju kako ostvariti šahovski stroj temeljen na dubokom podržanom učenju. Ovaj rad se bavi implementiranjem opisanog algoritma na jedinstven način. Algoritam se temelji na dubokom podržanom učenju, odnosno na neuronskim mrežama i algoritmima podržanog učenja. U izradi se koriste rezidualne neuronske mreže koje omogućavaju izradu vrlo dubokih mreža, tj. mreža s puno slojeva. Korišteni algoritam podržanog učenja je obilazak stabla tehnikom Monte Carlo. Implementacijom neuronskih mreža i Monte Carlo algoritma se gradi model šahovskog stroja te se on uči koji su potezi dobri na temelju nagrada i kazni koje dobije u partijama koje igra sam sa sobom. Izgrađeni stroj ima još dosta mjesta za nadogradnje.
Abstract (english)
In 2017, DeepMind published a paper describing the main idea of how to realize a chess machine based on deep reinforcement learning. This paper deals with the implementation of the described algorithm in a unique way. The algorithm is based on deep reinforcement learning, i.e. neural networks and reinforcement learning algorithms. Residual neural networks are used in designing the model, which enable very deep networks, i.e. networks with many layers. The supported learning algorithm used is a tree tour using the Monte Carlo technique. By implementing neural networks and the Monte Carlo algorithm, a model of a chess machine is built and one learns which moves are good based on the reward and punishment received in the games they play with. The built machine still has plenty of room to upgrade.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:955093
Study programmeTitle: 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 resourceText
File originBorn digital
Access conditionsClosed access
Terms of useLicence In copyright icon
Public note
Created on2023-01-14 20:21:19