Reinforcement Learning: Industrial Applications of Intelligent Agents - Tapa blanda

D Phil Winder Ph

 
9781098114831: Reinforcement Learning: Industrial Applications of Intelligent Agents
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ISBN 10: 1098114833 ISBN 13: 9781098114831
Editorial: O'Reilly Media, 2020

Sinopsis

Reinforcement learning (RL) will deliver one of the biggest breakthroughs in AI over the next decade, enabling algorithms to learn from their environment to achieve arbitrary goals. This exciting development avoids constraints found in traditional machine learning (ML) algorithms. This practical book shows data science and AI professionals how to learn by reinforcement and enable a machine to learn by itself.

Author Phil Winder of Winder Research covers everything from basic building blocks to state-of-the-art practices. You'll explore the current state of RL, focus on industrial applications, learn numerous algorithms, and benefit from dedicated chapters on deploying RL solutions to production. This is no cookbook; doesn't shy away from math and expects familiarity with ML.

  • Learn what RL is and how the algorithms help solve problems
  • Become grounded in RL fundamentals including Markov decision processes, dynamic programming, and temporal difference learning
  • Dive deep into a range of value and policy gradient methods
  • Apply advanced RL solutions such as meta learning, hierarchical learning, multi-agent, and imitation learning
  • Understand cutting-edge deep RL algorithms including Rainbow, PPO, TD3, SAC, and more
  • Get practical examples through the accompanying website

"Sinopsis" puede pertenecer a otra edición de este libro.

Acerca del autor

Dr. Phil Winder is a multidisciplinary Software Engineer and Data Scientist. As the CEO of Winder Research, a Cloud-Native Data Science consultancy based in the UK, he helps startups and enterprises utilise Data Science. Through a combination of consulting and development they are able to grow and scale their business by improving their products and platforms. For the past 5 years, Phil has taught thousands of Engineers about Data Science in his range of Data Science training courses at conferences, in public, in private and on the online Safari learning platform. In these courses Phil focuses on the practicalities of using Data Science in industry on a wide range of topics from cleaning data all the way through to deep reinforcement learning.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
O'Reilly Media
Año de publicación
2020
Idioma
Inglés
ISBN 10 
1098114833
ISBN 13 
9781098114831
Encuadernación
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Número de páginas
405
Contacto del fabricante
no disponible
Persona responsable
gpsr@libri.de
gpsr@libri.de

Europaallee 1
Bad Hersfeld
36244
Alemania

Otras ediciones populares con el mismo título

9789385889509: REINFORCEMENT LEARNING INDUSTRIAL APPLICATIONS OF INTELLIGENT AGENTS

Edición Destacada

ISBN 10:  9385889508 ISBN 13:  9789385889509
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