Artificial intelligence: with an introduction to machine learning (Record no. 212030)

000 -LEADER
fixed length control field aam a22 4500
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 190506b 2018 ||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781138502383
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.3
Item number N3A7
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Neapolitan, Richard E.
9 (RLIN) 379556
245 ## - TITLE STATEMENT
Title Artificial intelligence: with an introduction to machine learning
250 ## - EDITION STATEMENT
Edition statement 2nd
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Name of publisher, distributor, etc CRC Press
Date of publication, distribution, etc 2018
Place of publication, distribution, etc Florida
300 ## - PHYSICAL DESCRIPTION
Extent xiii, 466p.
Other physical details With index
440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE
Title Artificial intelligence and robotics
9 (RLIN) 379557
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Table of Contents

1. Introduction to Artificial Intelligence

Part I LOGICAL INTELLIGENCE
2. Propositional Logic
3. First-Order Logic
4. Certain Knowledge Representation
5. Learning Deterministic Models

PART II PROBABILISTIC INTELLIGENCE
6. Probability
7. Uncertain Knowledge Representation
8. Advanced Properties of Bayesian Network
9. Decision Analysis
10. Learning Probabilistic Model Parameters
11. Learning Probabilistic Model Structure
12. Unsupervised Learning and Reinforcement Learning

PART III EMERGENT INTELLIGENCE
13. Evolutionary Computation
14. Swarm Intelligence

PART IV NEURAL INTELLIGENCE
15. Neural Networks and Deep Learning

PART V LANGUAGE UNDERSTANDING
16. Natural Language Understanding
520 ## - SUMMARY, ETC.
Summary, etc The first edition of this popular textbook, Contemporary Artificial Intelligence, provided an accessible and student friendly introduction to AI. This fully revised and expanded update, Artificial Intelligence: With an Introduction to Machine Learning, Second Edition, retains the same accessibility and problem-solving approach, while providing new material and methods. The book is divided into five sections that focus on the most useful techniques that have emerged from AI. The first section of the book covers logic-based methods, while the second section focuses on probability-based methods. Emergent intelligence is featured in the third section and explores evolutionary computation and methods based on swarm intelligence. The newest section comes next and provides a detailed overview of neural networks and deep learning. The final section of the book focuses on natural language understanding. Suitable for undergraduate and beginning graduate students, this class-tested textbook provides students and other readers with key AI methods and algorithms for solving challenging problems involving systems that behave intelligently in specialized domains such as medical and software diagnostics, financial decision making, speech and text recognition, genetic analysis, and more.

https://www.crcpress.com/Artificial-Intelligence-With-an-Introduction-to-Machine-Learning-Second/Neapolitan-Jiang/p/book/9781138502383
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Artificial intelligence
9 (RLIN) 379558
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Intelligent systems
9 (RLIN) 379559
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning
9 (RLIN) 379560
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Electrical engineering communications
9 (RLIN) 379561
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Jiang, Xia
Relator term Co author
9 (RLIN) 379562
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Item type Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Permanent location Current location Shelving location Date acquired Source of acquisition Cost, normal purchase price Item location Total Checkouts Total Renewals Full call number Barcode Checked out Date last seen Date last borrowed Cost, replacement price Koha item type
          Non-fiction Vikram Sarabhai Library Vikram Sarabhai Library General Stacks 2019-05-01 12 7.00 Slot 102 (0 Floor, West Wing) 1 1 006.3 N3A7 199280 2020-01-25 2019-06-24 2019-06-24 9560.00 Books

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