#### Reinforcement Learning with TensorFlow

##### By :

#### Reinforcement Learning with TensorFlow

##### By:

#### Overview of this book

Reinforcement learning (RL) allows you to develop smart, quick and self-learning systems in your business surroundings. It's an effective method for training learning agents and solving a variety of problems in Artificial Intelligence - from games, self-driving cars and robots, to enterprise applications such as data center energy saving (cooling data centers) and smart warehousing solutions.
The book covers major advancements and successes achieved in deep reinforcement learning by synergizing deep neural network architectures with reinforcement learning. You'll also be introduced to the concept of reinforcement learning, its advantages and the reasons why it's gaining so much popularity. You'll explore MDPs, Monte Carlo tree searches, dynamic programming such as policy and value iteration, and temporal difference learning such as Q-learning and SARSA. You will use TensorFlow and OpenAI Gym to build simple neural network models that learn from their own actions. You will also see how reinforcement learning algorithms play a role in games, image processing and NLP.
By the end of this book, you will have gained a firm understanding of what reinforcement learning is and understand how to put your knowledge to practical use by leveraging the power of TensorFlow and OpenAI Gym.

Table of Contents (21 chapters)

Title Page

Packt Upsell

Contributors

Preface

Free Chapter

Deep Learning – Architectures and Frameworks

Training Reinforcement Learning Agents Using OpenAI Gym

Markov Decision Process

Policy Gradients

Q-Learning and Deep Q-Networks

Asynchronous Methods

Robo Everything – Real Strategy Gaming

AlphaGo – Reinforcement Learning at Its Best

Reinforcement Learning in Autonomous Driving

Financial Portfolio Management

Reinforcement Learning in Robotics

Deep Reinforcement Learning in Ad Tech

Reinforcement Learning in Image Processing

Deep Reinforcement Learning in NLP

Further topics in Reinforcement Learning

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Index

Customer Reviews