Excessive reinforcement learning might result in an excess of states, lowering the quality of the outcomes. 2. Reinforcement learning is not recommended for easy problem solving. 3.Reinforcement learning necessitates a large amount of data and computation. 4. Reinforcement learning has its own set of unique and very complicated obstacles, such as challenging training design setup and issues with the balance of exploration and reinforcement.