Fundamentals of Artificial Intelligence introduces the foundations of present day AI and provides coverage to recent developments in AI such as Constraint Satisfaction Problems, Adversarial Search and Game Theory, Statistical Learning Theory, Automated Planning, Intelligent Agents, Information Retrieval, Natural Language & Speech Processing, and Machine Vision. The book features a wealth of examples and illustrations, and practical approaches along with the theoretical concepts. It covers all major areas of AI in the domain of recent developments. The book is intended primarily for students…mehr
Fundamentals of Artificial Intelligence introduces the foundations of present day AI and provides coverage to recent developments in AI such as Constraint Satisfaction Problems, Adversarial Search and Game Theory, Statistical Learning Theory, Automated Planning, Intelligent Agents, Information Retrieval, Natural Language & Speech Processing, and Machine Vision. The book features a wealth of examples and illustrations, and practical approaches along with the theoretical concepts. It covers all major areas of AI in the domain of recent developments. The book is intended primarily for students who major in computer science at undergraduate and graduate level but will also be of interest as a foundation to researchers in the area of AI.
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Autorenporträt
Prof. K.R. Chowdhary is currently a Professor of Computer Science at JGI, Jodhpur. He is the former Professor and Head, Department of Computer Science & Engineering, M.B.M. Engineering College, Jodhpur, India. He completed his PhD from the same university in 2004. Prof. Chowdhary has over 35 years of teaching and research experience. He also taught at IIT Jodhpur (2010-2017), and also served as Director at JIET Group of Institutions, Jodhpur from 2014 to 2019. He was honored with senior membership award of Association for Computing Machinery in 2008 and Eminent Computer Engineer's Award from the Institute of Engineers, India in 2011. He has authored several papers published in national and international journals and conference proceedings. His areas of specialization include: Discrete Mathematical Structures, Theory of Computation, AI, Machine Learning, Natural Language and Speech Processing.
Inhaltsangabe
Introducing Artificial Intelligence.- Logic and Reasoning Patterns.- First Order Predicate Logic.- Rule Based Reasoning.- Logic Programming and Prolog.- Real-world Knowledge Representation.- Networks-based Representation.- State Space Search.- Heuristic Search.- Constraint Satisfaction Problems.- Adversarial Search and Game Theory.- Reasoning in Uncertain Environments.- Machine Learning.- Statistical Learning Theory.- Automated Planning.- Intelligent Agents.- Data Mining.- Information Retrieval.- Natural Language Processing.- Automatic Speech Recognition.- Machine Vision
Introducing Artificial Intelligence.- Logic and Reasoning Patterns.- First Order Predicate Logic.- Rule Based Reasoning.- Logic Programming and Prolog.- Real-world Knowledge Representation.- Networks-based Representation.- State Space Search.- Heuristic Search.- Constraint Satisfaction Problems.- Adversarial Search and Game Theory.- Reasoning in Uncertain Environments.- Machine Learning.- Statistical Learning Theory.- Automated Planning.- Intelligent Agents.- Data Mining.- Information Retrieval.- Natural Language Processing.- Automatic Speech Recognition.- Machine Vision
Rezensionen
"The book is a good textbook for C S courses, as well as a helpful resource for people working in academia or industry. It will be beneficial in teaching the fundamental concepts of AI. ... Along these lines, for people interested in learning the theory of AI, it is both a good textbook and valuable resource." (Gulustan Dogan, Computing Reviews, December 30, 2020)
"It is very astonishing that hardly any curricula come back to Norbert Wiener's cybernetics. His theory of systems will be the safe background for any new system to be developed. I wish the author still much success in this field, you can contribute a lot to the welfare of the human society." (Christian Posthoff, zbMATH 1442.68001, 2020)
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