Deep Reinforcement Learning in Action

Name: Deep Reinforcement Learning in Action
Brand: Manning Publications
SKU: 9781617295430
Price: 47.27 EUR
Availability: InStock

Autor: Alexander Zai, Brandon Brown

Jazyk:

Väzba: Brožovaná

Vydavateľ: Manning Publications

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47.27 €

Humans learn best from feedback-we are encouraged to take actions that lead to positive results whil...

Informácie o knihe

Autor

Alexander Zai, Brandon Brown

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2020

Stránok

325

EAN

9781617295430

ISBN

1617295434

Enbook ID

22471924

Vydavateľ

Manning Publications

Hmotnosť

720

Rozmery

234 x 188 x 23

Kompletný popis

Humans learn best from feedback-we are encouraged to take actions that lead to positive results while deterred by decisions with negative consequences. This reinforcement process can be applied to computer programs allowing them to solve more complex problems that classical programming cannot. Deep Reinforcement Learning in Action teaches you the fundamental concepts and terminology of deep reinforcement learning, along with the practical skills and techniques you'll need to implement it into your own projects.Key features- Structuring problems as Markov Decision Processes - Popular algorithms such Deep Q-Networks, Policy Gradient method and Evolutionary Algorithms and the intuitions that drive them - Applying reinforcement learning algorithms to real-world problemsAudienceYou'll need intermediate Python skills and a basic understanding of deep learning.About the technologyDeep reinforcement learning is a form of machine learning in which AI agents learn optimal behavior from their own raw sensory input. The system perceives the environment, interprets the results of its past decisions, and uses this information to optimize its behavior for maximum long-term return. Deep reinforcement learning famously contributed to the success of AlphaGo but that's not all it can do!

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