Probabilistic machine learning / (Record no. 1971)

MARC details
000 -LEADER
fixed length control field 02137cam a22003255i 4500
003 - CONTROL NUMBER IDENTIFIER
control field EG-CaNGU
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240131131641.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 231122t20232022enka frb 001 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780262046824
Qualifying information An introduction (hardcover)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780262048439
Qualifying information Advanced topics (hardcover)
040 ## - CATALOGING SOURCE
Original cataloging agency DLC
Language of cataloging eng
Description conventions rda
Transcribing agency DLC
Modifying agency OCLCO
-- OCLCF
-- UKMGB
-- WAU
-- YDX
-- OCLCO
-- EG-CaNGU
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.31
Item number MUP
Edition number 23
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Murphy, Kevin P.,
Dates associated with a name 1970-,
Relator term author.
9 (RLIN) 5931
245 10 - TITLE STATEMENT
Title Probabilistic machine learning /
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Cambridge, England :
Name of producer, publisher, distributor, manufacturer The MIT Press,
Date of production, publication, distribution, manufacture, or copyright notice [2022 - 2023]
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Date of production, publication, distribution, manufacture, or copyright notice ©2022 - 2023
300 ## - PHYSICAL DESCRIPTION
Extent 2 volumes (various paging) :
Other physical details illustrations ;
Dimensions 24 cm.
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term unmediated
Media type code n
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term volume
Carrier type code nc
Source rdacarrier
490 0# - SERIES STATEMENT
Series statement Adaptive computation and machine learning series
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references and index.
505 00 - FORMATTED CONTENTS NOTE
Formatted contents note An Introduction: I Introduction -- II Linear Models -- III Deep Neural Networks -- IV Nonparametric Models -- V Beyond Supervised Learning.<br/><br/>
505 00 - FORMATTED CONTENTS NOTE
Formatted contents note Advanced Topics: I Introduction -- II Inference -- III Prediction -- IV Generation -- V Discovery -- VI Action.
520 ## - SUMMARY, ETC.
Summary, etc. "This book provides a detailed and up-to-date coverage of machine learning. It is unique in that it unifies approaches based on deep learning with approaches based on probabilistic modeling and inference. It provides mathematical background (e.g. linear algebra, optimization), basic topics (e.g., linear and logistic regression, deep neural networks), as well as more advanced topics (e.g., Gaussian processes). It provides a perfect introduction for people who want to understand cutting edge work in top machine learning conferences such as NeurIPS, ICML and ICLR"--
Assigning source Provided by publisher.
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Machine learning.
Source of heading or term NGU-sh
9 (RLIN) 3897
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Probabilities.
Source of heading or term NGU-sh
9 (RLIN) 3770
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Current library Date acquired Source of acquisition Cost, normal purchase price Serial Enumeration / chronology Arrivals Code Full call number Barcode Date last seen Price effective from Koha item type
    Dewey Decimal Classification   Not For Loan Information Technology Library D Library D 11/22/2023 Academic Bookshop 5181.00 An Introduction ITS202311 006.31 MUP 1004549 08/14/2024 11/22/2023 Book Non-borrowing
    Dewey Decimal Classification     Information Technology Library D Library D 11/22/2023 Academic Bookshop 5181.00 An Introduction ITS202311 006.31 MUP 1004550 08/14/2024 11/22/2023 Book
    Dewey Decimal Classification   Not For Loan Information Technology Library D Library D 11/22/2023 Academic Bookshop 8170.00 Advanced Topics ITS202311 006.31 MUP 1004551 08/14/2024 11/22/2023 Book Non-borrowing
    Dewey Decimal Classification     Information Technology Library D Library D 11/22/2023 Academic Bookshop 8170.00 Advanced Topics ITS202311 006.31 MUP 1004552 08/14/2024 11/22/2023 Book