[ FreeCourseWeb.com ] Hands-On Reinforcement Learning with R: Get up to Speed with Building Self Learning-Systems using R 3.x

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December 17, 2019 | ISBN: 9781789616712 | English | 362 pages | True (PDF, EPUB, MOBI) + Code | 72 MB
Learn

Understand how to use MDP to manage complex scenarios
Solve classic reinforcement learning problems such as the multi-armed bandit model
Use dynamic programming for optimal policy searching
Adopt Monte Carlo methods for prediction
Apply TD learning to search for the best path
Use tabular Q-learning to control robots
Handle environments using the OpenAI library to simulate real-world applications
Develop deep Q-learning algorithms to improve model performance

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