20.500.12556/DKUM-94996 Razvoj in učenje agentov z okrepitvijo za računalniško igro Suika Game diplomsko delo Development and training of reinforcement learning agents for the Suika computer Game V diplomskem delu smo razvili okolje računalniške igre Suika Game in agenta, ki se igre uči igrati s pomočjo okrepitvenega učenja. Igro smo poustvarili v programskem okolju Unity. Za učenje agenta smo uporabili knjižnico ML-Agents. Raziskali smo temeljna načela okrepitvenega učenja ter preučili učinkovitost agenta pri igranju igre. Naš cilj je bil razviti strategijo, s katero agent postopoma izboljšuje svojo igro in dosega čim boljši rezultat. Na osnovi več eksperimentov smo ugotovili, da naučen agent pri igranju računalniške igre Suika Game dosega rezultate, primerljive ali celo boljše od človeškega igralca. In our thesis, we developed a Suika Game like environment and an agent that learns to play the game using reinforcement learning. The game was recreated in the Unity development environment, while the agent was trained with the ML-Agents library. We explored the fundamental principles of reinforcement learning and examined the agent’s performance in playing the game. Our objective was to design a strategy that enables the agent to gradually improve its gameplay and achieve the highest possible score. Based on multiple experiments, we found that the trained agent achieves results in Suika Game that are comparable to, or even better than, those of a human player. nevronska mreža videoigra okrepitveno učenje okolje Unity knjižnica ML-Agents neural network puzzle computer game reinforced learning Unity environment ML-Agents library true true false [N. Glavič] Slovenski jezik Angleški jezik Diplomsko delo/naloga 2025-09-01 13:32:21 2025-10-15 10:13:11 2025-11-18 03:08:19 0000-00-00 00:00:00 2025 0 Maribor 0 Maribor 1 spletni vir (1 datoteka PDF (X, 40 str.)) 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.8:004.96(043.2) 257486083 VS_Glavic_Nik_2025.pdf VS_Glavic_Nik_2025.pdf 1 1C1C680BF89D413C73182F2225AD8BB4 6282addf3b2a00d4b7af38b8fa4a2fe67875e67b0401f737a688287f68268dcc 7332ead5-8729-11f0-a65a-00155d000105 https://dk.um.si/Dokument.php?lang=slv&id=197214 Fakulteta za elektrotehniko, računalništvo in informatiko 0 0 0