Applying swarm intelligence algorithms to reinforcement learning of neural networks is practical because they do not rely on gradients. Particle swarm optimization (PSO) is a representatives of swarm algorithms. In this paper. the author experimentally evaluates the effectiveness of PSO in the reinforcement learning of multilayer perceptrons (MLPs). https://wholesfoodsboxs.shop/product-category/seasonal-x-mas/