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Keras Reinforcement Learning Projects
book

Keras Reinforcement Learning Projects

by Giuseppe Ciaburro, Sudharsan Ravichandiran, Suriyadeepan Ramamoorthy
September 2018
Intermediate to advanced
288 pages
7h 38m
English
Packt Publishing

Overview

"Keras Reinforcement Learning Projects" is your hands-on guide to mastering reinforcement learning (RL), one project at a time. Dive into building smart self-learning agents with popular RL algorithms using Python and Keras. With real-world examples spanning industries like robotics, finance, and gaming, this book helps you advance your AI skills effectively.

What this Book will help me do

  • Understand the fundamentals of reinforcement learning and apply them in project-based scenarios.
  • Develop and simulate models like Markov Chains and Dynamic Programming for decision-making tasks.
  • Utilize advanced RL algorithms, such as Monte Carlo methods and Deep Q-Learning, in practical applications.
  • Create machine learning systems for robotics, including Segway modeling and robot movement control.
  • Build and train AI projects, including handwritten digit recognition and playing complex games like Go.

Author(s)

Giuseppe Ciaburro, the author of this book, has extensive expertise in data analysis, machine learning, and artificial intelligence. His work combines practical applications of RL and deep learning with teaching experiential knowledge to practitioners in the field. He writes in a clear, approachable style, making intricate topics accessible and engaging.

Who is it for?

This book is designed for data scientists, machine learning developers, and AI practitioners with a working understanding of machine learning. If you are curious about integrating reinforcement learning in solving industry-specific problems and are keen to learn through project implementation utilizing Keras, this is the ideal book for you.

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Publisher Resources

ISBN: 9781789342093