This repository contains the material used to complete my Thesis for my BSc in Data Science and AI. My thesis attempts to explore the work started by previous alumni at my faculty which covered an algorithm variant of MCTS implementing a technique known as Sequential Halving, and I formulate an algorithm version not requiring constraints.