20.500.12556/DKUM-80359 Strojno učenje računalniškega igralca v igri s kartami diplomsko delo Machine learning of a computer player in a card game V diplomski nalogi predstavljamo več različnih implementacij strojnega učenja računalniškega igralca za igranje igre s kartami Uno. Vsi uporabljeni algoritmi so s področja okrepitvenega učenja, saj so klasični algoritmi, ki se zanašajo na iskanje optimalne poteze na podlagi popolne informacije, neprimerni za igre z nepopolnimi informacijami. Algoritme smo primerjali glede na uspešnost v igranju proti igralcu, ki izbira naključne poteze, ter glede na krivuljo učenja, ki prikazuje pridobljeno povprečno kumulativno nagrado med procesom učenja. In this graduate thesis we present several different implementations of machine learning of a computer player for playing the Uno card game. All used algorithms are from the field of reinforcement learning, as classic algorithms that rely on finding optimal moves based on complete information are unsuitable for games with incomplete information. We compared the algorithms according to their performance when playing against a player that chooses random actions, and according to the learning curve, which represents the obtained cumulative reward during the learning process. okrepitveno učenje igra Uno igre z nepopolnimi informacijami igre s kartami nevronske mreže reinforcement learning card game Uno imperfect information games card games neural networks true true false [M. Praskalo] Slovenski jezik Angleški jezik Diplomsko delo/naloga 2021-09-09 07:38:39 2021-10-18 11:47:40 2022-08-09 22:49:48 0000-00-00 00:00:00 2021 0 Maribor 0 Maribor IX, 31 str. 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.85(043.2) 92402947 UN_Praskalo_Mai_2021.pdf UN_Praskalo_Mai_2021.pdf 1 2073105FB2A8C8CCCD56974F42020335 7bcc5109d20b3542abbd5a546395a882c51d1d5001a04a2e9c65a1e2daf34296 0aa83445-14ba-11ec-8a5d-00155d581298 20.500.12556/dkum/5762abbc-01ed-4811-84d7-31e8d2cc4e89 https://dk.um.si/Dokument.php?lang=slv&id=153728 Fakulteta za elektrotehniko, računalništvo in informatiko 0 0 0