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Titlebook: Introduction to Artificial Intelligence; Wolfgang Ertel Textbook 20172nd edition Springer International Publishing AG 2017 Artificial Inte

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发表于 2025-3-21 17:44:34 | 显示全部楼层 |阅读模式
书目名称Introduction to Artificial Intelligence
编辑Wolfgang Ertel
视频video
概述An ideal, quick resource on A.I., excellent for self-study.Presents an application-focused and hands-on approach to learning the subject.Provides study exercises at the end of each chapter, in additio
丛书名称Undergraduate Topics in Computer Science
图书封面Titlebook: Introduction to Artificial Intelligence;  Wolfgang Ertel Textbook 20172nd edition Springer International Publishing AG 2017 Artificial Inte
描述.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 second 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; contains numerous study exercises and solutions, highlighted examples, definitions, theorems, and illustrative cartoons; includes chapters on predicate logic, PROLOG, heuristic search, probabilistic reasoning, machine learning and data mining, neural networks and reinforcement learning; reports on developments in deep learning, including applications of neural networks to generate creative content such as text, music and art (NEW); examines performance evaluation of clustering algorithms, and presents two practical examples explaini
出版日期Textbook 20172nd edition
关键词Artificial Intelligence; Agents; Logic; Search; Reasoning with Uncertainty; Machine Learning; Neural Netwo
版次2
doihttps://doi.org/10.1007/978-3-319-58487-4
isbn_ebook978-3-319-58487-4Series ISSN 1863-7310 Series E-ISSN 2197-1781
issn_series 1863-7310
copyrightSpringer International Publishing AG 2017
The information of publication is updating

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发表于 2025-3-21 21:47:01 | 显示全部楼层
发表于 2025-3-22 04:21:46 | 显示全部楼层
Logic Programming with PROLOG,PROLOG, we invite the reader to solve some simple relational problems and puzzles. As a particular highlight, we introduce constraint logic programming, which enables us to elegantly solve for example nontrivial scheduling problems.
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Introduction,e computer scientist, is the question of the intelligent machine that behaves like a person, showing intelligent behavior. Beside discussing these issues, this introductory chapter gives a brief sketch of the history of AI.
发表于 2025-3-22 20:52:35 | 显示全部楼层
First-order Predicate Logic,rovers could later be constructed as implementations of formal calculi. We introduce the language of first-order predicate logic, develop the resolution calculus and show how automated theorem provers can be built and applied to prove relevant problems in every day reasoning and software engineering.
发表于 2025-3-23 01:17:33 | 显示全部楼层
Machine Learning and Data Mining,arning algorithms such as the perceptron, nearest neighbor methods and decision tree induction. Unsupervised clustering methods and data mining software tools complete the picture of this fascinating field.
发表于 2025-3-23 02:45:38 | 显示全部楼层
Neural Networks,tworks and their implementation on computers are nowadays used in many applications such as pattern recognition or robot learning. The power of this fascinating bionics branch of AI is demonstrated on some popular network models applied to various tasks.
发表于 2025-3-23 06:41:17 | 显示全部楼层
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