An Introduction to Deep Reinforcement Learning (Foundations and Trends(r) in Machine Learning)

François-Lavet, Vincent; Henderson, Peter; Islam, Riashat; Bellemare, Marc G; Pineau, Joelle

ISBN 10: 1680835386 / ISBN 13: 9781680835380

Verlag: Now Publishers, 2018

Beschreibung

PRINT ON DEMAND pp. 156.

Bestandsnummer des Verkäufers 18382312419

Bibliografische Details

• Titel: An Introduction to Deep Reinforcement Learning (Foundations and Trends(r) in Machine Learning)
• Verlag: Now Publishers
• Erscheinungsjahr: 2018
• Sprache: Englisch
• ISBN-10: 1680835386
• ISBN-13: 9781680835380
• Einband: Softcover
• Zustand: New

Über diesen Titel

Inhaltsangabe

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.

Über die Autorin bzw. den Autor

Charlotte y Peter Fiell son dos autoridades en historia, teoría y crítica del diseño y han escrito más de sesenta libros sobre la materia, muchos de los cuales se han convertido en éxitos de ventas. También han impartido conferencias y cursos como profesores invitados, han comisariado exposiciones y asesorado a fabricantes, museos, salas de subastas y grandes coleccionistas privados de todo el mundo. Los Fiell han escrito numerosos libros para TASCHEN, entre los que se incluyen 1000 Chairs, Diseño del siglo XX, El diseño industrial de la A a la Z, Scandinavian Design y Diseño del siglo XXI.