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Keras Reinforcement Learning Projects : 9 Projects Exploring Popular Reinforcement Learning Techniques to Build Self-Learning Agents. Cover Image

E-book

Keras Reinforcement Learning Projects : 9 Projects Exploring Popular Reinforcement Learning Techniques to Build Self-Learning Agents

Summary: Keras Reinforcement Learning Projects book teaches you essential concept, techniques and, models of reinforcement learning using best real-world demonstrations. You will explore popular algorithms such as Markov decision process, Monte Carlo, Q-learning making you equipped with complex statistics in various projects with the help of Keras.

Record details

ISBN: 1789347971
ISBN: 9781789347975
Physical Description: 1 online resource (280 pages)
remote
Publisher: Birmingham : Packt Publishing Ltd, 2018.

Content descriptions

General Note:	Robot mobility.
Formatted Contents Note:	Deep reinforcement learningThe Keras-RL package; Continuous control with deep reinforcement learning; Summary; Chapter 7: Dynamic Modeling of a Segway as an Inverted Pendulum System; How Segways work; System modeling basics; OpenAI Gym; OpenAI Gym methods; OpenAI Gym installation; The CartPole system; Q-learning solution; Deep Q-learning solution; Summary; Chapter 8: Robot Control System Using Deep Reinforcement Learning; Robot control; Robotics overview; Robot evolution; First-generation robots; Second-generation robots; Third-generation robots; Fourth-generation robots; Robot autonomy.
Restrictions on Access Note:	NLC staff and students only.
Source of Description Note:	Print version record.