图书简介
This is the English edition monograph developed and updated from China’s best-selling and award-winning book on Artificial Intelligence. It covers the foundations as well as the latest developments of Artificial Intelligence in a comprehensive and systematic manner and can be used as a valuable guide for students and researchers.
A wide range of topics in artificial intelligence are covered in this book with three distinct features. First of all, the book is in a comprehensive system, covering the core technology of artificial intelligence, including the basic theories and techniques of "traditional" artificial intelligence, and the basic principles and methods of computational intelligence. Secondly, the book focuses on innovation, focusing on advanced learning methods for machine learning and deep learning techniques and other artificial intelligence that have been widely used in recent years. Thirdly, the theory and practice of the book are highly integrated. There are theories, techniques and methods, as well as many application examples, which will help readers to understand the artificial intelligence theory and its application development.
Key Features
• A comprehensive breakthrough in the core technology of artificial intelligence in the new era requires a monograph focusing on the progress of new technologies; the booming industrialization of artificial intelligence also calls for the support of new artificial intelligence technologies. This book exactly reflects the new background of the development of artificial intelligence
• This book has obvious innovations in the organization of content. Based on the core technology of artificial intelligence, the book is divided into three parts, namely, knowledge-based artificial intelligence, data-based artificial intelligence, and the main application areas of artificial intelligence
• This book also has features that are not available in other artificial intelligence monographs. It not only introduces the traditional content of artificial intelligence in a comprehensive manner, but focuses on computing intelligence, especially neural computing, evolutionary computing and deep learning
• Pays close attention to the application of new theory and artificial intelligence, especially the application of deep learning in the fields of machine learning, expert systems, intelligent planning, image and speech recognition, and natural language processing, to provide readers with direct reference
• The main author of this book has extensive experience in writing artificial intelligence works. He has written China’s first independent work on artificial intelligence under the guidance of King-sun Fu, the father of international pattern recognition since1987. This AI book has been published 10 versions and printed over 50 times, and has issued nearly 1 million copies and has more than one million readers, becoming China’s best-selling artificial intelligence book, gotten First Prize of Science and Technology Progress Award by National Ministry of Education, and has been cited by GoogleScholar more than 1, 300 times, showing its greater international influence. Moreover, he wrote the first monograph on intelligent control system in 1997 by WSPC, and also became a good selling book
• The preparation of this book is directly guided by internationally renowned artificial intelligence experts. For example, Dr Andrew Ng made specific suggestions on the content and arrangement of this book, so that the content and arrangement of this book can be better synchronized with the new era of artificial intelligence and better reflect the needs of readers
Introduction; Knowledge-Based AI: Knowledge Representations; Knowledge Searching and Reasoning; Knowledge-Based Machine Learning; Data-Based AI: Neural Computation; Evolutionary Computation; Data-based Machine Learning; Application Examples of AI: Expert Systems; Intelligent Planning; Intelligent Perception; Natural Language Processing; Prospects of Artificial Intelligence
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