Model-based RL in ATARI games

• Main Author: Akarapu, Bharadwaj
• Other Authors: Zinovi Rabinovich
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2021
• Subjects: Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/148080
• Institution: Nanyang Technological University

This report describes the implementation of the world model reinforcement learning algorithm to gauge its performance against traditional reinforcement learning algorithms like deep Q-learning. The algorithm will be tested in different Atari Environments, some of which pose great difficultly due to...