Linear algebra and learning from data (Record no. 29581)

000 -LEADER
fixed length control field nam a22 7a 4500
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 190430b xxu||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780692196380
Terms of availability (hbk)
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 512.5
Item number STR
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Strang, Gilbert
245 ## - TITLE STATEMENT
Title Linear algebra and learning from data
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc USA:
Name of publisher, distributor, etc Wellesley-Cambridge Press,
Date of publication, distribution, etc 2019.
300 ## - PHYSICAL DESCRIPTION
Extent xiii, 432 p. :
Other physical details ill. ;
Dimensions 24 cm.
365 ## - TRADE PRICE
Price type code GBP
Price amount 58.99
Unit of pricing 00
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references and index.
520 ## - SUMMARY, ETC.
Summary, etc Linear algebra and the foundations of deep learning, together at last! From Professor Gilbert Strang, acclaimed author of Introduction to Linear Algebra, comes Linear Algebra and Learning from Data, the first textbook that teaches linear algebra together with deep learning and neural nets. This readable yet rigorous textbook contains a complete course in the linear algebra and related mathematics that students need to know to get to grips with learning from data. Included are: the four fundamental subspaces, singular value decompositions, special marices, large matrix computation techniques, compressed sensing, probability and statistics, optimization, the architecture of neural nets, stochastic gradient descent and backpropagation
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Deep learning
Topical term or geographic name as entry element Linear algebra
Topical term or geographic name as entry element Neural nets
Topical term or geographic name as entry element Low rank and compressed sensing
Topical term or geographic name as entry element Special matrices
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Item type Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Permanent location Current location Date acquired Source of acquisition Cost, normal purchase price Total Checkouts Total Renewals Full call number Barcode Date last seen Date last borrowed Koha item type
          DAIICT DAIICT 2019-04-30 BBC 5639.44 7 2 512.5 STR 031871 2024-01-08 2023-12-26 Books

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