Foundations of machine learning (Record no. 52082)

MARC details
000 -LEADER
fixed length control field 01473nam a22002417a 4500
003 - CONTROL NUMBER IDENTIFIER
control field ISURa
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 191126b xxu||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780262018258
041 ## - LANGUAGE CODE
Language code of text/sound track or separate title English Language
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.31
Item number MOH
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Mohri, Mehryar
9 (RLIN) 74282
245 ## - TITLE STATEMENT
Title Foundations of machine learning
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc Cambridge
Name of publisher, distributor, etc MIT Press
Date of publication, distribution, etc 2012
Date of manufacture 2012
300 ## - PHYSICAL DESCRIPTION
Extent xii , 414 p.
Other physical details Illustration
Dimensions 21 cm.
440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE
Title Adaptive computation and machine learning.
9 (RLIN) 69132
500 ## - GENERAL NOTE
General note Foundations of Machine Learning fills the need for a general textbook that also offers theoretical details and an emphasis on proofs. Certain topics that are often treated with insufficient attention are discussed in more detail here; for example, entire chapters are devoted to regression, multi-class classification, and ranking. The first three chapters lay the theoretical foundation for what follows, but each remaining chapter is mostly self-contained. The appendix offers a concise probability review, a short introduction to convex optimization, tools for concentration bounds, and several basic properties of matrices and norms used in the book.
520 ## - SUMMARY, ETC.
Summary, etc Fundamental topics in machine learning are presented along with theoretical and conceptual tools for the discussion and proof of algorithms.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine Learning
9 (RLIN) 69133
Topical term or geographic name as entry element Computer Algorithms
9 (RLIN) 5760
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Rostamizadeh, Afshin
9 (RLIN) 74283
Personal name Talwalkar, Ameet
9 (RLIN) 74284
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Lending Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Current library Shelving location Date acquired Cost, normal purchase price Total Checkouts Full call number Barcode Date last seen Price effective from Koha item type
    Dewey Decimal Classification     Lending Collection Applied Sciences Library Applied Sciences Library Lending Section 26/11/2019 15297.00   006.31 MOH 113563 26/11/2019 26/11/2019 Lending Books
    Dewey Decimal Classification     Reference Collection Applied Sciences Library Applied Sciences Library Reference Section 26/11/2019 15297.00   006.31 MOH 113564 26/11/2019 26/11/2019 Sheduled Reference