Machine Learning, Deep Learning, Artificial Intelligence, NLP, AI.
methods are a particular class of policy optimization methods for finding the optimal parameter 𝜃*, that are based on finding the gradient of some performance measure J(𝜃) with respect to 𝜃. So, in order to find the optimal parameter, we perform gradient ascent on J as: where the caret (^) on the