Artificial Intelligence: A Modern Approach, Global Edition: A Modern Approach, Global Edition (Computer science)
Diese Beschreibung wurde mittels künstlicher Intelligenz generiert
"Artificial Intelligence: A Modern Approach" von Stuart Russell und Peter Norvig ist ein umfassendes Lehrbuch, das als eine der führenden Einführungen in das Gebiet der Künstlichen Intelligenz (KI) gilt. Die Global Edition behandelt die grundlegenden Konzepte und Techniken der KI und bietet einen Überblick über verschiedene Ansätze zur Lösung komplexer Probleme mithilfe von Algorithmen und intelligenten Systemen.
Das Buch ist in mehrere Teile gegliedert, die Themen wie Problemlösung durch Suchalgorithmen, Wissens- und Logikdarstellung, Planungsmechanismen, Unsicherheitshandhabung sowie maschinelles Lernen abdecken. Es untersucht sowohl klassische Methoden als auch aktuelle Entwicklungen in Bereichen wie neuronale Netze, Deep Learning und Robotik.
Neben theoretischen Grundlagen legt das Buch großen Wert auf praktische Anwendungen und ethische Überlegungen im Umgang mit KI-Technologien. Mit zahlreichen Beispielen, Übungen und Illustrationen unterstützt es Studierende dabei, ein tiefes Verständnis für die Herausforderungen und Möglichkeiten der künstlichen Intelligenz zu entwickeln.
Stuart Russell was born in 1962 in Portsmouth, England. He received his B.A. with first-class honours in physics from Oxford University in 1982, and his Ph.D. in computer science from Stanford in 1986. He then joined the faculty of the University of California, Berkeley, where he is a Professor and former Chair of Computer Science, Director of the Centre for Human-Compatible AI, and holder of the SmithZadeh Chair in Engineering.In 1990, he received the Presidential Young Investigator Award of the National Science Foundation, and in 1995 he was co-winner of the Computers and Thought Award. He is a Fellow of the American Association for Artificial Intelligence, the Association for Computing Machinery, and the American Association for the Advancement of Science, and Honorary Fellow of Wadham College, Oxford, and an Andrew Carnegie Fellow. He held the Chaire Blaise Pascal in Paris from 2012 to 2014. He has published over 300 papers on a wide range of topics in artificial intelligence. His other books include: The Use of Knowledge in Analogy and Induction, Do the Right Thing: Studies in Limited Rationality (with Eric Wefald), and Human Compatible: Artificial Intelligence and the Problem of Control.Peter Norvig is currently Director of Research at Google, Inc., and was the director responsible for the core Web search algorithms from 2002 to 2005. He is a Fellow of the American Association for Artificial Intelligence and the Association for Computing Machinery. Previously, he was head of the Computational Sciences Division at NASA Ames Research Center, where he oversaw NASA's research and development in artificial intelligence and robotics, and chief scientist at Junglee, where he helped develop one of the first Internet information extraction services. He received a B.S. in applied mathematics from Brown University and a Ph.D. in computer science from the University of California at Berkeley.He received the Distinguished Alumni and Engineering Innovation awards from Berkeley and the Exceptional Achievement Medal from NASA. He has been a professor at the University of Southern California and are research faculty member at Berkeley. His other books are: Paradigms of AI Programming: Case Studies in Common Lisp, Verbmobil: A Translation System for Face-to-Face Dialog, and Intelligent Help Systems for UNIX.The two authors shared the inaugural AAAI/EAAI Outstanding Educator award in 2016.
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