July 2018
Intermediate to advanced
254 pages
8h 12m
English
Deep Deterministic Policy Gradient (DDPG) is an off-policy, model-free, actor-critic algorithm and is based on the Deterministic Policy Gradient (DPG) theorem (proceedings.mlr.press/v32/silver14.pdf). Unlike the deep Q-learning-based methods, actor-critic policy gradient-based methods are easily applicable to continuous action spaces, in addition to problems/tasks with discrete action spaces.
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