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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik Introduction to Artificial Intelligence
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Introduction to Artificial Intelligence
Wolfgang Ertel (Broschiert, Englisch)
★★★★★
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Beschreibung
This accessible and engaging textbook presents a concise introduction to the exciting field of artificial intelligence (AI). The broad-ranging discussion covers the key subdisciplines within the field, describing practical algorithms and concrete applications in the areas of agents, logic, search, reasoning under uncertainty, machine learning, neural networks, and reinforcement learning. Fully… revised and updated, this much-anticipated
third
edition
also includes new material on deep learning.
Topics and features:
· Presents an application-focused and hands-on approach to learning, with supplementary teaching resources provided at an associated website
· Introduces convolutional neural networks as the currently most important type of deep learning networks with applications to image classification
(NEW)
· Contains numerous study exercises and solutions, highlighted examples, definitions, theorems, and illustrative cartoons
· Reports on developments in deep learning, including applications of neural networks to large language models as used in state-of-the-art chatbots as well as to the generation of music and art
(NEW)
· Includes chapters on predicate logic, PROLOG, heuristic search, probabilistic reasoning, machine learning and data mining, neural networks, and reinforcement learning
· Covers various classical machine learning algorithms and introduces important general concepts such as cross validation, data normalization, performance metrics
and data augmentation
(NEW)
· Includes a section on AI and society, discussing the implications of AI on topics such as employment and transportation
Ideal for foundation courses or modules on AI, this easy-to-read textbook offers an excellent overview of the field for students of computer science and other technical disciplines, requiring no more than a high-school level of knowledge of mathematics to understand the material.
Dr. Wolfgang Ertel
is a professor at the Institute for Artificial Intelligence at the Ravensburg-Weingarten University of Applied Sciences, Germany. 53,49 €
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Technische Daten
Erscheinungsdatum
07.09.2024
Sprache
Englisch
EAN
9783658431013
Herausgeber
Springer Fachmedien Wiesbaden GmbH
Serien- oder Bandtitel
Undergraduate Topics in Computer Science
Sonderedition
Nein
Autor
Wolfgang Ertel
Seitenanzahl
383
Auflage
3
Einbandart
Broschiert
Hersteller: Springer VS, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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