Book

The Reinforcement Learning Workshop

With the help of practical examples and engaging activities, The Reinforcement Learning Workshop takes you through reinforcement learning’s core techniques and frameworks. Following a hands-on approach, it allows you to learn reinforcement learning at your own pace to develop your own intelligent applications with ease.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

27h24m

Language

English

About Book

Who Is This Book For?

If you are a data scientist, machine learning enthusiast, or a Python developer who wants to learn basic to advanced deep reinforcement learning algorithms, this workshop is for you. A basic understanding of the Python language is necessary.

Book content

chapters 27h24m total length

Introduction to Reinforcement Learning

Markov Decision Processes and Bellman Equations

Deep Learning in Practice with TensorFlow 2

Getting Started with OpenAI and TensorFlow for Reinforcement Learning

Dynamic Programming

Monte Carlo Methods

Temporal Difference Learning

The Multi-Armed Bandit Problem

What Is Deep Q Learning?

Playing an Atari Game with Deep Recurrent Q Networks

Policy-Based Methods for Reinforcement Learning

Evolutionary Strategies for RL

Related Resources

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