Računalni inteligentni igrač za igranje igre Poker

undergraduate thesis

• Title (english): Computer-based intelligent player for Poker game
• Author: Fran Širić
• Mentor: Marko Čupić (mentor)
• Committee member: Marko Čupić (predsjednik povjerenstva)
• Committee member: Josip Jukić (član povjerenstva)
• Committee member: David Dukić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2024-07-04, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Implementirana je neuronska mreža trenirana genetskim algoritmom za igranje igre Texas Hold'em poker. Implementirani način treniranja je međusobnom igrom. Način treniranja i računanja dobrote kroz takvu igru predstavljaju problem zbog karakteristike Pokera kao igre na sreću. Dobiveni agent ne radi najoptimalnije poteze. Potencijalna poboljšanja su treniranje podatcima prije igre, promjena arhitekture neuronske mreže ili promjerna računanja dobrote.

Abstract (english)

Neural network which was trained using a genetic algorithm to play Texas Hold'em poker was implemented. The implemented way of training was playing against each other. Caculating fitness combined with the unoptimal way of training was a problem because of characteristics of poker as a game of luck. The obtained agent did not make the most optimal moves. Potential improvements include training on existing data before playing with each other, changing network architecture and changing the way fitness is calculated.

• Keywords: umjetna neuronska mreža; igranje igara; inteligentni računalni agent
• Keywords (english): artificial neural network; game playing; intelligent computer agent
• Language: croatian
• URN:NBN: urn:nbn:hr:168:036101
• 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
• Created on: 2024-10-12 22:15:49