Jump to content

Reinforcement Learning

199.00 zł 169.15 zł - 29.85 zł
  • Book category
    Helion
  • ISBN
    9781492072348
  • Author(s)
    Phil Winder Ph. D.
  • Amount of pages
    408
  • Release date
    06.11.2020

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 reinforcementand 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, learnnumerous 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

Recommended Comments

There are no comments to display.

Create an account or sign in to comment

You need to be a member in order to leave a comment

Create an account

Sign up for a new account in our community. It's easy!

Register a new account

Sign in

Already have an account? Sign in here.

Sign In Now

×
×
  • Create New...

Important Information

W celu świadczenie usług przez nasz Serwis na najwyższym poziomie, w ramach Serwisu wykorzystujemy pliki Cookies (tzw. ciasteczka). Korzystając ze stron Serwisu IPSBEYOND.PL bez zmiany ustawień przeglądarki będą one zapisane w pamięci urządzenia. Jeżeli nie dokonacie Państwo zmiany ustawień przeglądarki internetowej to wyrażacie zgodę na zapisywanie plików Cookies.