Deep Learning in Gaming and Animations: Principles and Applications (Explainable AI (XAI) for Engineering Applications) - Hardcover

Hardcover

ISBN 10: 1032126094 ISBN 13: 9781032126098

Publisher: CRC Press, 2021

Synopsis

Over the last decade, progress in deep learning has had a profound and transformational effect on many complex problems, including speech recognition, machine translation, natural language understanding, and computer vision. As a result, computers can now achieve human-competitive performance in a wide range of perception and recognition tasks. Many of these systems are now available to the programmer via a range of so-called cognitive services. More recently, deep reinforcement learning has achieved ground-breaking success in several complex challenges.

This book makes an enormous contribution to this beautiful, vibrant area of study: an area that is developing rapidly both in breadth and depth. Deep learning can cope with a broader range of tasks (and perform those tasks to increasing levels of excellence). This book lays a good foundation for the core concepts and principles of deep learning in gaming and animation, walking you through the fundamental ideas with expert ease. This book progresses in a step-by-step manner. It reinforces theory with a full-fledged pedagogy designed to enhance students' understanding and offer them a practical insight into its applications. Also, some chapters introduce and cover novel ideas about how artificial intelligence (AI), deep learning, and machine learning have changed the world in gaming and animation.

It gives us the idea that AI can also be applied in gaming, and there are limited textbooks in this area. This book comprehensively addresses all the aspects of AI and deep learning in gaming. Also, each chapter follows a similar structure so that students, teachers, and industry experts can orientate themselves within the text. There are few books in the field of gaming using AI. Deep Learning in Gaming and Animations teaches you how to apply the power of deep learning to build complex reasoning tasks. After being exposed to the foundations of machine and deep learning, you will use Python to build a bot and then teach it the game's rules. This book also focuses on how different technologies have revolutionized gaming and animation with various illustrations.

About this title

About the Author

Vikas Chaudhary, Deevyankar Agarwal

Edition details

• Publisher: CRC Press
• Publication date: 2021
• Language: English
• ISBN 10: 1032126094
• ISBN 13: 9781032126098
• Binding: Hardcover
• Edition number: 1
• Number of pages: 156
• Editor: Chaudhary Vikas, Sharma Moolchand, Sharma Prerna, Agarwal Deevyankar