Machine Learning (Record no. 44305)

MARC details
000 -LEADER
fixed length control field 01280 a2200157 4500
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780262542524
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.31 ALP
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Alpaydin, Ethem
245 ## - TITLE STATEMENT
Title Machine Learning
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Name of publisher, distributor, etc MIT Pres
Place of publication, distribution, etc Cambridge
Date of publication, distribution, etc 2021
300 ## - PHYSICAL DESCRIPTION
Extent 255
520 ## - SUMMARY, ETC.
Summary, etc Machine learning is rapidly becoming a skill that computer science students must master before graduation. The third edition of this title reflects this shift, with added support for beginners, including selected solutions for exercises and additional example data sets (with code available online). Other substantial changes include discussions of outlier detection; ranking algorithms for perceptrons and support vector machines; matrix decomposition and spectral methods; distance estimation; new kernel algorithms; deep learning in multilayered perceptrons; and the nonparametric approach to Bayesian methods. All learning algorithms are explained so that students can easily move from the equations in the book to a computer program. The book can be used by both advanced undergraduates and graduate students. It will also be of interest to professionals who are concerned with the application of machine learning methods.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine Learning
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Artificial Intelligence
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type Book
Source of classification or shelving scheme Dewey Decimal Classification

No items available.