Deep Reinforcement Learning in Action (häftad)
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Format
Häftad (Paperback / softback)
Språk
Engelska
Antal sidor
325
Utgivningsdatum
2020-06-22
Upplaga
1
Förlag
Manning Publications
Medarbetare
Brown, Brandon
Dimensioner
235 x 187 x 20 mm
Vikt
649 g
Antal komponenter
1
ISBN
9781617295430

Deep Reinforcement Learning in Action

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Häftad,  Engelska, 2020-06-22
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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 problems Audience You'll need intermediate Python skills and a basic understanding of deep learning. About the technology Deep 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! Alexander Zai is a Machine Learning Engineer at Amazon AI working on MXNet that powers a suite of AWS machine learning products. Brandon Brown is a Machine Learning and Data Analysis blogger at outlace.com committed to providing clear teaching on difficult topics for newcomers.

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  1. Jättebra bok!
    Richard B, 22 mars 2023

    Det är inte lätt att utan bakgrund i maskininlärning sätta sig in i Deep Reinforcement Learning! Personligen har jag arbetat med maskininlärning de senaste 4-5 åren, så jag hade en ganska stark bakgrund redan, men jag bedömer ändå att denna bok skulle vara väldigt bra för någon som snabbt vill sätta sig in i och komma igång med Deep Reinforcement Learning.

    Är man helt ny till maskininlärningsområdet kan man, t.ex., gå igenom lite introducerande material som finns på internet (typ in... Läs hela recensionen

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Övrig information

Alexander Zai is a Machine Learning Engineer at Amazon AI working on MXNet that powers a suite of AWS machine learning products. Brandon Brown is a Machine Learning and Data Analysis blogger at outlace.com committed to providing clear teaching on difficult topics for newcomers.