Reinforcement Learning From Scratch: Understanding Current Approaches - With Examples in Java and Greenfoot - Couverture rigide

Lorenz, Uwe

 
9783031090295: Reinforcement Learning From Scratch: Understanding Current Approaches - With Examples in Java and Greenfoot
Couverture rigide
ISBN 10 : 3031090292 ISBN 13 : 9783031090295
Editeur : Springer International Publishing AG, 2022

Synopsis

In ancient games such as chess or go, the most brilliant players can improve by studying the strategies produced by a machine. Robotic systems practice their own movements. In arcade games, agents capable of learning reach superhuman levels within a few hours. How do these spectacular reinforcement learning algorithms work?

With easy-to-understand explanations and clear examples in Java and Greenfoot, you can acquire the principles of reinforcement learning and apply them in your own intelligent agents. Greenfoot (M.Kölling, King's College London) and the hamster model (D. Bohles, University of Oldenburg) are simple but also powerful didactic tools that were developed to convey basic programming concepts.

The result is an accessible introduction into machine learning that concentrates on reinforcement learning. Taking the reader through the steps of developing intelligent agents, from the very basics to advanced aspects, touching on a variety of machine learning algorithms along the way, one is allowed to play along, experiment, and add their own ideas and experiments.

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À propos de l?auteur

After studying computer science and philosophy with a focus on artificial intelligence and machine learning at the Humboldt University Berlin and for a few years as a project engineer, Uwe Lorenz currently works as a high school teacher for computer science and mathematics and at the Free University of Berlin in the Computing Education Research Group, - since his first contact with computers at the end of the 1980s he couldn't let go of the topic of artificial intelligence.


Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Springer International Publishing AG
Date d'édition
2022
Langue
anglais
ISBN 10 
3031090292
ISBN 13 
9783031090295
Reliure
Relié
Numéro d'édition
1
Nombre de pages
198
Coordonnées du fabricant
non disponible
Personne responsable
CMN Printpool Inh. Mathis Neumann
https://www.also.com/ec/cms5/en_6000/6000/index.jsp

Friedrich-Karl-Str. 9
Hamburg
Allemagne

Autres éditions populaires du même titre

9783031090325: Reinforcement Learning From Scratch: Understanding Current Approaches - with Examples in Java and Greenfoot

Edition présentée

ISBN 10 :  3031090322 ISBN 13 :  9783031090325
Editeur : Springer, 2023
Couverture souple