Introduction to Unity ML-Agents : understand the interplay of neural networks and simulation space using the Unity ML-Agents Package / Dylan Engelbrecht.
Engelbrecht, Dylan, author.
2023
Q325.5 E54 2023
Available Online

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Title Introduction to Unity ML-Agents : understand the interplay of neural networks and simulation space using the Unity ML-Agents Package / Dylan Engelbrecht.
Author Engelbrecht, Dylan, author.
Edition [First edition].
ISBN 9781484289983 (electronic bk.)
1484289986 (electronic bk.)
1484289978
9781484289976
DOI https://doi.org/10.1007/978-1-4842-8998-3
Published New York, NY : Apress, [2023]
Language English
Description 1 online resource (213 pages) : illustrations
Item Number 10.1007/978-1-4842-8998-3 doi
Call Number Q325.5 E54 2023
Dewey Decimal Classification 794.8/1526
Summary Demystify the creation of efficient AI systems using the model-based reinforcement learning Unity ML-Agents - a powerful bridge between the world of Unity and Python. We will start with an introduction to the field of AI, then discuss the progression of AI and where we are today. We will follow this up with a discussion of moral and ethical considerations. You will then learn how to use the powerful machine learning tool and investigate different potential real-world use cases. We will examine how AI agents perceive the simulated world and how to use inputs, outputs, and rewards to train efficient and effective neural networks. Next, you'll learn how to use Unity ML-Agents and how to incorporate them into your game or product. This book will thoroughly introduce you to ML-Agents in Unity and how to use them in your next project. What You Will Learn Understand machine learning, its history, capabilities, and expected progression Gives a step-by-step guide to creating your first AI Presents challenges of varying difficulty, along with tips to reinforce concepts covered Broad concepts within AI Who Is This Book For Tthose interested in machine learning using Unity ML-Agents. To get the best out of this book, you should have a fundamental understanding of C#, some background in Python, and are well versed in Unity.
Access Note Access limited to authorized users.
Available in Other Form Print version: 9781484289976
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Chapter 1: Introduction
Chapter 2: History of AI and Where We Are Today
Chapter 3: The Future of AI and Ethical Implications
Chapter 4: Dopamine for Machines
Chapter 5: ML-Agents Setup
Chapter 6: Unity ML-Agents
Chapter 7: Creating Your First AI in Unity
Chapter 8: Solve a Challenge with AI.-Chapter 9: Next Steps.

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