Artificial Intelligence, Data Science, Machine Learning, Reinforcement Learning, Programming.
using probabilities of actions that are dependent on the Policy Network weights hence backpropagation for weights update can happen. Eventually, the goal of the architecture should be to increase the probability x discounted_reward and i.e. why we have negated it to decrease this value as we do for