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Reinforcement Learning From Scratch

von Uwe Lorenz
Softcover - 9783031090325
64,19 €
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Beschreibung

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.  

Understanding Current Approaches - with Examples in Java and Greenfoot

Understanding Current Approaches - with Examples in Java and Greenfoot

Details

Verlag Springer International Publishing
Ersterscheinung 28. Oktober 2023
Maße 23.5 cm x 15.5 cm
Gewicht 312 Gramm
Format Softcover
ISBN-13 9783031090325
Seiten 184

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