a policy network now the policy network is a neural network that maps sensory inputs to actions okay so you have the observation goes in and out comes in action this is your policy network now during training in reinforcement learning what you do is you have some sort of environment okay this is the environment and you play this back and forth game with the environment and you try to improve this policy network right here as best as you can in order to achieve a high reward then during testing so this is train