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Deterministic Policy Gradient and the DDPG

Deterministic-Policy-Gradient-Based Approaches
  • Mohit SewakEmail author
Chapter
  • 3.7k Downloads

Abstract

In this chapter, we will cover the Deterministic Policy-Gradient algorithm (DPG), with the underlying Deterministic Policy-Gradient Theorems that empower the underlying mathematics. We would also cover the Deep Deterministic Policy-Gradient (DDPG) algorithm, which is a combination of the DQN and the DPG and brings the deep learning enhancement to the DPG algorithm. This chapter leads us to a more practical and modern approach for empowering reinforcement learning agents for continuous-action control.

Copyright information

© Springer Nature Singapore Pte Ltd. 2019

Authors and Affiliations

  1. 1.PuneIndia

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