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Hands-On Intelligent Agents with OpenAI Gym
book

Hands-On Intelligent Agents with OpenAI Gym

by Palanisamy
July 2018
Intermediate to advanced
254 pages
8h 12m
English
Packt Publishing
Content preview from Hands-On Intelligent Agents with OpenAI Gym

Learning environments

A learning environment is an integral component of a system where an intelligent agent can be trained to develop intelligent systems. The learning environment defines the problem or the task for the agent to complete.

A problem or task in which the outcome depends on a sequence of decisions made or actions taken is a sequential decision-making problem. Here are some of the varieties of learning environments:

  • Fully observable versus partially observable
  • Deterministic versus stochastic
  • Episodic versus sequential
  • Static versus dynamic
  • Discrete versus continuous
  • Discrete state space versus continuous state space
  • Discrete action space versus continuous action space

In this book, we will be using learning environments implemented ...

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Publisher Resources

ISBN: 9781788836579