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Designing machine learning systems : (Record no. 84932)

MARC details
000 -LEADER
fixed length control field 02141nam a22002657a 4500
001 - CONTROL NUMBER
control field sulb0078776
003 - CONTROL NUMBER IDENTIFIER
control field BD-SySUS
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20230822113535.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 230822s20222022ii a b 001 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9789355422675
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
-- BD-SySUS
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Edition number 22
Classification number 006.31
Item number HUD
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Huyen, Chip,
Relator term author.
9 (RLIN) 63261
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 India :
Name of producer, publisher, distributor, manufacturer SPD,
Date of production, publication, distribution, manufacture, or copyright notice 2022.
300 ## - PHYSICAL DESCRIPTION
Extent xvi, 367 pages :
Other physical details illustrations ;
Dimensions 24 cm
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc 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 as entry element Machine learning.
9 (RLIN) 63262
Topical term or geographic name as entry element Application software
General subdivision Design.
9 (RLIN) 63263
Topical term or geographic name as entry element Machine learning.
Source of heading or term fast
Authority record control number (OCoLC)fst01004795
9 (RLIN) 63264
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Date acquired Total Checkouts Full call number Barcode Date last seen Copy number Price effective from Koha item type
    Dewey Decimal Classification     Central Library, SUST Central Library, SUST 22/08/2023   006.31 HUD 0078776 22/08/2023 1 22/08/2023 Books
    Dewey Decimal Classification     Central Library, SUST Central Library, SUST 22/08/2023   006.31 HUD 0078777 22/08/2023 2 22/08/2023 Books