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.
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Principles and Applications
Produktdetaljer
ISBN
9781000504378
Publisert
2021
Utgave
1. utgave
Utgiver
Taylor & Francis
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter