MARC details
| 000 -LEADER |
|---|
| fixed length control field |
02593nam a22003858a 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20250919005616.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
|---|
| fixed length control field |
m|||||o||d|||||||| |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
|---|
| fixed length control field |
cr|||||||||||| |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
151016s2014||||enk s ||1 0|eng|d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781107298019 |
| Qualifying information |
electronic book |
| 039 #9 - LEVEL OF BIBLIOGRAPHIC CONTROL AND CODING DETAIL [OBSOLETE] |
|---|
| Level of rules in bibliographic description |
201606081045 |
| Level of effort used to assign nonsubject heading access points |
asmany |
| Level of effort used to assign subject headings |
201605261139 |
| Level of effort used to assign classification |
baiti |
| y |
10-16-2015 |
| z |
hafiz |
| w |
UPO_10044530-hafizupload16102015.mrc |
| x |
63 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
UkCbUP |
| Transcribing agency |
UkCbUP |
| Description conventions |
rda |
| 050 00 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
ebookQ325.5 |
| Item number |
.S475 2014 |
| 090 ## - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN) |
|---|
| Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) |
ebookQ325.5.S475 2014 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Shalev-Shwartz, Shai, |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Understanding Machine Learning : |
| Remainder of title |
From Theory to Algorithms / |
| Statement of responsibility, etc. |
Shai Shalev-Shwartz, Shai Ben-David. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
Cambridge : |
| Name of producer, publisher, distributor, manufacturer |
Cambridge University Press, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2014. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 online resource (409 pages) : |
| Other physical details |
digital, PDF file(s). |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Media type term |
computer |
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
|---|
| Carrier type term |
online resource |
| Source |
rdacarrier |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Title from publisher's bibliographic system (viewed on 08 Oct 2015). |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides a theoretical account of the fundamentals underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics, the book covers a wide array of central topics unaddressed by previous textbooks. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured output learning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for advanced undergraduates or beginning graduates, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics and engineering. |
| 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 |
Algorithms |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Ben-David, Shai, |
| Relator term |
author. |
| 773 0# - HOST ITEM ENTRY |
|---|
| Title |
Cambridge Books Online |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| International Standard Book Number |
9781107057135 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
<a href="https://eresourcesptsl.ukm.remotexs.co/user/login?url=http://dx.doi.org/10.1017/CBO9781107298019">https://eresourcesptsl.ukm.remotexs.co/user/login?url=http://dx.doi.org/10.1017/CBO9781107298019</a> |
| 907 ## - LOCAL DATA ELEMENT G, LDG (RLIN) |
|---|
| a |
.b16220031 |
| b |
2022-10-14 |
| c |
2019-11-12 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Koha item type |
AM |
| Suppress in OPAC |
No |
| Call number prefix |
ebookQ325.5.S475 2014 |
| 914 ## - VTLS Number |
|---|
| VTLS Number |
vtls003594670 |
| 998 ## - LOCAL CONTROL INFORMATION (RLIN) |
|---|
| Library |
|
| Operator's initials, OID (RLIN) |
2015-03-10 |
| Cataloger's initials, CIN (RLIN) |
m |
| Material Type (Sierra) |
E-Book |
| Language |
English |
| Country |
|
| -- |
0 |
| -- |
.b16220031 |
