Declaration This thesis contains no material which has been accepted for the award of any other degree or diploma in any tertiary institution, and to the best of my knowledge and belief, contains no material previously published or written by another person, except where due reference is made in the text of the thesis. Abstract Over the past two decades, Reinforcement Learning has emerged as a ...