عنوان

Introduction to artificial intelligence /

(Number (ISBN

3319584863

(Number (ISBN

9783319584867

Erroneous ISBN

3319584871

Erroneous ISBN

9783319584874

Number

b624045

Title Proper

Introduction to artificial intelligence /

General Material Designation

[Book]

First Statement of Responsibility

Wolfgang Ertel ; translated by Nathanael Black ; with illustrations by Florian Mast.

Edition Statement

Second edition.

Specific Material Designation and Extent of Item

xiv, 356 pages :

Other Physical Details

illustrations (some color) ;

Dimensions

24 cm.

Series Title

Undergraduate topics in computer science,

ISSN of Series

1863-7310

Text of Note

Includes bibliographical references (pages 339-349) and index.

Text of Note

Introduction -- Propositional Logic -- First-order Predicate Logic -- Limitations of Logic -- Logic Programming with PROLOG -- Search, Games and Problem Solving -- Reasoning with Uncertainty -- Machine Learning and Data Mining -- Neural Networks -- Reinforcement Learning -- Solutions for the Exercises.

0

Text of Note

"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;iIncludes 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 explaining Bayestheorem and its relevance in everyday life (NEW); discusses search algorithms, analyzing the cycle check, explaining route planning for car navigation systems, and introducing Monte Carlo Tree Search (NEW); Includes a section in the introduction on AI and society, discussing the implications of AI on topics such as employment and transportation (NEW). 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."--Back cover.

General Material Designation

Grundkurs künstliche Intelligenz.

Language (when part of a heading)

English

Artificial intelligence.

Artificial intelligence.

Number

Edition

Class number

Class number

Book number

Book number

Ertel, Wolfgang

Black, Nathanael

Mast, Florian

Date of Transaction

20200617083159.0

Cataloguing Rules (Descriptive Conventions))

rda

Electronic name

[Book]

Y