Online Public Access Catalogue (OPAC)
Library,Documentation and Information Science Division

“A research journal serves that narrow

borderland which separates the known from the unknown”

-P.C.Mahalanobis


Introduction to machine learning / (Record no. 437776)

MARC details
000 -LEADER
fixed length control field 01548nam a2200229 4500
003 - CONTROL NUMBER IDENTIFIER
control field ISI Library, Kolkata
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20260506153234.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 210101s2021 xxu b 001 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781639873333
040 ## - CATALOGING SOURCE
Original cataloging agency ISI Library
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Edition number 23
Classification number 006.31
Item number P361
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Pearson, Jacob
245 10 - TITLE STATEMENT
Title Introduction to machine learning /
Statement of responsibility, etc Jacob Pearson.
250 ## - EDITION STATEMENT
Edition statement 2021 edition.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc N.Y. :
Name of publisher, distributor, etc Murphy & Moore,
Date of publication, distribution, etc 2021
300 ## - PHYSICAL DESCRIPTION
Extent xii, 350 pages :
Other physical details illustrations ;
Dimensions 24 cm
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references and index.
520 ## - SUMMARY, ETC.
Summary, etc Introduction to Machine Learning by Jacob Pearson offers a foundational overview of the core principles, techniques, and applications of machine learning within the broader field of Artificial Intelligence. The book introduces key concepts such as supervised and unsupervised learning, model evaluation, feature selection, and common algorithms including regression, classification, clustering, and neural networks. It balances theoretical understanding with practical implementation, often illustrating how data-driven models are built, trained, and optimized for real-world problems. Emphasis is placed on interpreting results, avoiding overfitting, and understanding the ethical implications of automated decision-making. Designed for beginners and early learners, it serves as a bridge between basic statistical reasoning and more advanced machine learning methodologies.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Artificial intelligence.
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Books
Holdings
Lost status Not for loan Home library Current library Date acquired Cost, normal purchase price Full call number Accession Number Koha item type
    ISI Library, Kolkata ISI Library, Kolkata 13/02/2026 10973.10 006.31 P361 138800 Books
Library, Documentation and Information Science Division, Indian Statistical Institute, 203 B T Road, Kolkata 700108, INDIA
Phone no. 91-33-2575 2100, Fax no. 91-33-2578 1412, ksatpathy@isical.ac.in