This lecture presents the application of game theory to solve Connect Four using the minimax algorithm, optimizing it with alpha-beta pruning, and comparing it with the Monte-Carlo tree search algorithm. The lecture also covers the principles and differences between Monte-Carlo and Alpha-Beta approaches, along with performance comparisons. Special thanks are given to Anna Maddux, Giulio Salizzoni, and Professor Maryam Kamgarpour for their support.