MARC details
| 000 -LEADER |
| fixed length control field |
03241cam a2200421Ii 4500 |
| 001 - CONTROL NUMBER |
| control field |
on1121267829 |
| 003 - CONTROL NUMBER IDENTIFIER |
| control field |
OCoLC |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
| control field |
20200702121258.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
| fixed length control field |
m d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
| fixed length control field |
cr nn||||mamaa |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
| fixed length control field |
190930s2020 sz a o 000 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| International Standard Book Number |
3030266222 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| International Standard Book Number |
9783030266226 |
| Qualifying information |
(electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| Canceled/invalid ISBN |
9783030266219 |
| Qualifying information |
(print) |
| 024 8# - OTHER STANDARD IDENTIFIER |
| Standard number or code |
10.1007/978-3-030-26 |
| 035 ## - SYSTEM CONTROL NUMBER |
| System control number |
2258262 |
| 035 ## - SYSTEM CONTROL NUMBER |
| System control number |
(OCoLC)1121267829 |
| 040 ## - CATALOGING SOURCE |
| Original cataloging agency |
LQU |
| Language of cataloging |
eng |
| Transcribing agency |
LQU |
| Modifying agency |
GW5XE |
| -- |
OCLCF |
| -- |
N$T |
| 049 ## - LOCAL HOLDINGS (OCLC) |
| Holding library |
MAIN |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
| Classification number |
Q325.5 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
| Classification number |
006.3/1 |
| Edition number |
23 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
| Classification number |
621.382 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
| Personal name |
Joshi, Ameet V. |
| 245 10 - TITLE STATEMENT |
| Title |
Machine learning and artificial intelligence |
| Medium |
[electronic resource] / |
| Statement of responsibility, etc. |
Ameet V Joshi. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
| Place of production, publication, distribution, manufacture |
Cham : |
| Name of producer, publisher, distributor, manufacturer |
Springer, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2020. |
| 300 ## - PHYSICAL DESCRIPTION |
| Extent |
1 online resource (xxii, 261 p.) : |
| Other physical details |
ill. (some col.) |
| 505 0# - FORMATTED CONTENTS NOTE |
| Formatted contents note |
Introduction -- Part I Introduction to AI and ML -- Essential concepts in AL and ML -- Part II Techniques for Static Machine Learning Models -- Perceptron and Neural Networks -- Decision Trees -- Advanced Decision Trees -- Support Vector Machines -- Probabilistic Models -- Deep Learning -- Part III Techniques for Dynamic Machine Learning Models -- Autoregressive and Moving Average Models -- Hidden Markov Models and Conditional Random Fields -- Recurrent Neural Networks -- Part IV Applications -- Classification Regression -- Ranking -- Clustering -- Recommendations -- Next Best Actions -- Designing ML Pipelines -- Using ML Libraries -- Azure Machine Learning Studio -- Conclusions. |
| 520 ## - SUMMARY, ETC. |
| Summary, etc. |
This book provides comprehensive coverage of combined Artificial Intelligence (AI) and Machine Learning (ML) theory and applications. Rather than looking at the field from only a theoretical or only a practical perspective, this book unifies both perspectives to give holistic understanding. The first part introduces the concepts of AI and ML and their origin and current state. The second and third parts delve into conceptual and theoretic aspects of static and dynamic ML techniques. The forth part describes the practical applications where presented techniques can be applied. The fifth part introduces the user to some of the implementation strategies for solving real life ML problems. The book is appropriate for students in graduate and upper undergraduate courses in addition to researchers and professionals. It makes minimal use of mathematics to make the topics more intuitive and accessible. Presents a full reference to artificial intelligence and machine learning techniques - in theory and application; Provides a guide to AI and ML with minimal use of mathematics to make the topics more intuitive and accessible; Connects all ML and AI techniques to applications and introduces implementations. |
| 590 ## - LOCAL NOTE (RLIN) |
| Local note |
Added to collection customer.56279.3 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name entry element |
Machine learning. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name entry element |
Artificial intelligence. |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name entry element |
Artificial intelligence. |
| Source of heading or term |
fast |
| Authority record control number or standard number |
(OCoLC)fst00817247 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name entry element |
Machine learning. |
| Source of heading or term |
fast |
| Authority record control number or standard number |
(OCoLC)fst01004795 |
| 655 #4 - INDEX TERM--GENRE/FORM |
| Genre/form data or focus term |
Electronic books. |
| 850 ## - HOLDING INSTITUTION |
| Holding institution |
NMU WISDOM SPACE |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
| Materials specified |
EBSCOhost |
| Uniform Resource Identifier |
<a href="http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=2258262">http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=2258262</a> |
| Link text |
Click to View |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
| Source of classification or shelving scheme |
National Library of Medicine Classification |
| Koha item type |
Electronic books |