AlphaZero, an artificial intelligence (AI) developed by DeepMind, represents a significant milestone in the field of advanced reinforcement learning, particularly through its groundbreaking achievements in mastering chess and defeating Stockfish, one of the strongest chess engines. The development of AlphaZero involved a sophisticated combination of self-play and reinforcement learning, which were pivotal in its ability