An Introduction to Deep Reinforcement Learning

Vincent Francois-Lavet,Peter Henderson,Riashat Islam,Marc G. Bellemare,Joelle Pineau

An Introduction to Deep Reinforcement Learning
Format
Paperback
Publisher
now publishers Inc
Country
United States
Published
20 December 2018
Pages
156
ISBN
9781680835380

An Introduction to Deep Reinforcement Learning

Vincent Francois-Lavet,Peter Henderson,Riashat Islam,Marc G. Bellemare,Joelle Pineau

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Deep reinforcement learning is the combination of reinforcement learning (RL) and deep learning. This field of research has recently been able to solve a wide range of complex decision-making tasks that were previously out of reach for a machine. Deep RL opens up many new applications in domains such as healthcare, robotics, smart grids, finance, and many more.

This book provides the reader with a starting point for understanding the topic. Although written at a research level it provides a comprehensive and accessible introduction to deep reinforcement learning models, algorithms and techniques. Particular focus is on the aspects related to generalization and how deep RL can be used for practical applications. Written by recognized experts, this book is an important introduction to Deep Reinforcement Learning for practitioners, researchers and students alike.

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