This is the result of a project in the course TNM095 - Artificial Intelligence for Interactive Media at Linköping University. The implementation of the Q-learning technique is based on Yizheng Liao, Kun Yi and Zhe Yang (2012): CS229 Final Report Reinforcement Learning to Play Mario.