Designing machine learning systems : (Record no. 1443)

MARC details
000 -LEADER
fixed length control field 02731cam a2200457 i 4500
001 - CONTROL NUMBER
control field 23049201
003 - CONTROL NUMBER IDENTIFIER
control field OSt
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240209183913.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 230405t20222022caua b 001 0 eng d
010 ## - LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 2023275143
015 ## - NATIONAL BIBLIOGRAPHY NUMBER
National bibliography number GBC294998
Source bnb
016 7# - NATIONAL BIBLIOGRAPHIC AGENCY CONTROL NUMBER
Record control number 020627777
Source Uk
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 1098107969
Qualifying information (paperback)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781098107963
Qualifying information (paperback)
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)on1286145997
040 ## - CATALOGING SOURCE
Original cataloging agency YDX
Language of cataloging eng
Transcribing agency YDX
Description conventions rda
Modifying agency BDX
-- UKMGB
-- CDX
-- UOK
-- OCLCF
-- OTP
-- DLC
042 ## - AUTHENTICATION CODE
Authentication code lccopycat
050 00 - LIBRARY OF CONGRESS CALL NUMBER
Classification number Q325.5
Item number .H89 2022
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.3 HUY
092 ## - LOCALLY ASSIGNED DEWEY CALL NUMBER (OCLC)
Edition number 0
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Huyen, Chip,
Relator term author.
245 10 - TITLE STATEMENT
Title Designing machine learning systems :
Remainder of title an iterative process for production-ready applications /
Statement of responsibility, etc. Chip Huyen.
250 ## - EDITION STATEMENT
Edition statement First edition.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Sebastopol, CA :
Name of producer, publisher, distributor, manufacturer O'Reilly Media, Inc.,
Date of production, publication, distribution, manufacture, or copyright notice 2022.
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Date of production, publication, distribution, manufacture, or copyright notice ©2022
300 ## - PHYSICAL DESCRIPTION
Extent xvi, 367 pages :
Other physical details illustrations ;
Dimensions 24 cm
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
336 ## - CONTENT TYPE
Content type term still image
Content type code sti
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
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references and index.
505 00 - FORMATTED CONTENTS NOTE
Title Overview of machine learning systems --
-- Introduction to machine learning systems design --
-- Data engineering fundamentals --
-- Training data --
-- Feature Engineering --
-- Model development and offline evaluation --
-- Model develoypment and prediction service --
-- Data distribution shifts and monitoring --
-- Continual learning and test in production --
-- Infrastructure and tooling for MLOps --
-- The human side of machine learning
520 ## - SUMMARY, ETC.
Summary, etc. "Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with data varying wildly from one use case to the next. In this book, you'll learn a holistic approach to designing ML systems that are reliable, scalable, maintainable, and adaptive to changing environments and business requirements. Author Chip Huyen, co-founder of Claypot AI, considers each design decision--such as how to process and create training data, which features to use, how often to retrain models, and what to monitor--in the context of how it can help your system as a whole achieve its objectives. The iterative framework in this book uses actual case studies backed by ample references."--Amazon.com.
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 Application software
General subdivision Design.
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
887 ## - NON-MARC INFORMATION FIELD
Source of data CamTech Library
906 ## - LOCAL DATA ELEMENT F, LDF (RLIN)
a 7
b cbc
c copycat
d 2
e ncip
f 20
g y-gencatlg
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Books
Suppress in OPAC No
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Shelving location Date acquired Total Checkouts Full call number Barcode Date last seen Copy number Price effective from Koha item type
    Dewey Decimal Classification     CamTech Library CamTech Library General Collections 02/09/2024   006.3 HUY 0000001752 02/09/2024 C.1 02/09/2024 Books