In this work together with other colleagues, we modeled the card game “Go Fish” through epistemic logic and implemented several heuristics and intelligent agents to play the game. I was mainly involved in the design and implementation of a deep learning agent that was later tested against classic heuristic agents. A supervised approach, specifically Q-learning, was the chosen one for the deep learning agent.