MARC details
| 000 -LEADER |
|---|
| fixed length control field |
02940nam a22003977i 4500 |
| 001 - CONTROL NUMBER |
|---|
| control field |
44746 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
BD-DhAAL |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20250909125424.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
250909t20252025nyua 001 0 eng d |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER |
|---|
| LC control number |
2025388480 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781633438750 |
|
|---|
| International Standard Book Number |
1633438759 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
24197169 |
|
|---|
| System control number |
(OCoLC)1499838389 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
NjBwBT |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
OQX |
| Modifying agency |
OCLCO |
| -- |
BDX |
| -- |
JRZ |
| -- |
IND |
| -- |
OCLCQ |
| -- |
DLC |
| -- |
BD-DhAAL |
| 042 ## - AUTHENTICATION CODE |
|---|
| Authentication code |
lccopycat |
| 050 00 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
Q325.5 |
| Item number |
.B235 2025 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
006.31 |
| Edition number |
23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Babushkin, Valerii, |
| Relator term |
author. |
| 9 (RLIN) |
59265 |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Machine learning system design : |
| Remainder of title |
with end-to-end examples / |
| Statement of responsibility, etc |
Valerii Babushkin, Arseny Kravchenko. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc |
Shelter Island, NY : |
| Name of publisher, distributor, etc |
Manning, |
| Date of publication, distribution, etc |
©2025 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xxi, 351 pages : |
| Other physical details |
illustrations ; |
| Dimensions |
24 cm |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Includes index. |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
Part 1. Preparations. Essentials of machine learning system design -- Is there a problem? -- Preliminary research -- Design document -- Part 2. Early stage. Loss functions and metrics -- Gathering datasets -- Validation schemas -- Baseline solution -- Part 3. Intermediate steps. Error analysis -- Training pipelines -- Features and feature engineering -- Measuring and reporting results -- Part 4. Integration and growth. Integration -- Monitoring and reliability -- Serving and inference optimization -- Ownership and maintenance. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
"Designing and delivering a machine learning system is an intricate multistep process that requires many skills and roles. Whether you're an engineer adding machine learning to an existing application or designing a ML system from the ground up, you need to navigate massive datasets and streams, lock down testing and deployment requirements, and master the unique complexities of putting ML models into production. That's where this book comes in. Machine Learning System Design shows you how to design and deploy a machine learning project from start to finish. You'll follow a step-by-step framework for designing, implementing, releasing, and maintaining ML systems. As you go, requirement checklists and real-world examples help you prepare to deliver and optimize your own ML systems. You'll especially love the campfire stories and personal tips, and ML system design interview tips"-- |
| 526 ## - STUDY PROGRAM INFORMATION NOTE |
|---|
| Program name |
CSE |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Machine learning |
| General subdivision |
Design. |
| 9 (RLIN) |
59266 |
|
|---|
| Topical term or geographic name as entry element |
Machine learning. |
|
|---|
| Topical term or geographic name as entry element |
System design. |
|
|---|
| Topical term or geographic name as entry element |
Apprentissage automatique. |
| 9 (RLIN) |
59267 |
|
|---|
| Topical term or geographic name as entry element |
Computer science. |
| 9 (RLIN) |
59268 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Kravchenko, Arseny, |
| Relator term |
author. |
| 9 (RLIN) |
59269 |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Display text |
Online version: |
| Main entry heading |
Babushkin, Valerii. |
| Title |
Machine learning system design. |
| Edition |
[First edition]. |
| Place, publisher, and date of publication |
Shelter Island, NY : Manning Publications, [2025] |
| International Standard Book Number |
9781633438750 |
| Record control number |
(OCoLC)1498526194 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Item type |
Book |
