Deep Reinforcement Learning Frontiers of Artificial Intelligence
tarafından
 
Sewak, Mohit. author.

Başlık
Deep Reinforcement Learning Frontiers of Artificial Intelligence

Yazar
Sewak, Mohit. author.

ISBN
9789811382857

Yazar
Sewak, Mohit. author.

Edisyon
1st ed. 2019.

Fiziksel Niteleme
XVII, 203 p. 106 illus., 98 illus. in color. online resource.

İçindekiler
Introduction to Reinforcement Learning -- Mathematical and Algorithmic understanding of Reinforcement Learning -- Coding the Environment and MDP Solution -- Temporal Difference Learning, SARSA, and Q Learning -- Q Learning in Code -- Introduction to Deep Learning -- Implementation Resources -- Deep Q Network (DQN), Double DQN and Dueling DQN -- Double DQN in Code -- Policy-Based Reinforcement Learning Approaches -- Actor-Critic Models & the A3C -- A3C in Code -- Deterministic Policy Gradient and the DDPG -- DDPG in Code.

Özet
This book starts by presenting the basics of reinforcement learning using highly intuitive and easy-to-understand examples and applications, and then introduces the cutting-edge research advances that make reinforcement learning capable of out-performing most state-of-art systems, and even humans in a number of applications. The book not only equips readers with an understanding of multiple advanced and innovative algorithms, but also prepares them to implement systems such as those created by Google Deep Mind in actual code. This book is intended for readers who want to both understand and apply advanced concepts in a field that combines the best of two worlds – deep learning and reinforcement learning – to tap the potential of ‘advanced artificial intelligence’ for creating real-world applications and game-winning algorithms.

Konu Başlığı
Computer programming.
 
Artificial intelligence.
 
Algorithms.
 
Data encryption (Computer science).
 
Programming Techniques. https://scigraph.springernature.com/ontologies/product-market-codes/I14010
 
Artificial Intelligence. https://scigraph.springernature.com/ontologies/product-market-codes/I21000
 
Algorithm Analysis and Problem Complexity. https://scigraph.springernature.com/ontologies/product-market-codes/I16021
 
Cryptology. https://scigraph.springernature.com/ontologies/product-market-codes/I28020

Ek Kurum Yazar
SpringerLink (Online service)

Elektronik Erişim
https://doi.org/10.1007/978-981-13-8285-7


Materyal TürüBarkodYer NumarasıDurumu/İade Tarihi
Electronic Book429100-1001QA76.6 -76.66Springer E-Book Collection