An Introduction to Deep Reinforcement Learning

An Introduction to Deep Reinforcement Learning
Author: Vincent Francois-Lavet
Publisher: Foundations and Trends (R) in Machine Learning
Total Pages: 156
Release: 2018-12-20
Genre:
ISBN: 9781680835380

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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.


An Introduction to Deep Reinforcement Learning
Language: en
Pages: 156
Authors: Vincent Francois-Lavet
Categories:
Type: BOOK - Published: 2018-12-20 - Publisher: Foundations and Trends (R) in Machine Learning

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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 r
Deep Reinforcement Learning
Language: en
Pages: 526
Authors: Hao Dong
Categories: Computers
Type: BOOK - Published: 2020-06-29 - Publisher: Springer Nature

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Deep reinforcement learning (DRL) is the combination of reinforcement learning (RL) and deep learning. It has been able to solve a wide range of complex decisio
Deep Reinforcement Learning in Action
Language: en
Pages: 381
Authors: Alexander Zai
Categories: Computers
Type: BOOK - Published: 2020-04-28 - Publisher: Manning Publications

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Summary Humans learn best from feedback—we are encouraged to take actions that lead to positive results while deterred by decisions with negative consequences
Grokking Deep Reinforcement Learning
Language: en
Pages: 470
Authors: Miguel Morales
Categories: Computers
Type: BOOK - Published: 2020-11-10 - Publisher: Manning Publications

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Grokking Deep Reinforcement Learning uses engaging exercises to teach you how to build deep learning systems. This book combines annotated Python code with intu
Foundations of Deep Reinforcement Learning
Language: en
Pages: 625
Authors: Laura Graesser
Categories: Computers
Type: BOOK - Published: 2019-11-20 - Publisher: Addison-Wesley Professional

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The Contemporary Introduction to Deep Reinforcement Learning that Combines Theory and Practice Deep reinforcement learning (deep RL) combines deep learning and