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Linear algebra and optimization for machine learning : a textbook

Linear algebra and optimization for machine learning : a textbook (Loan 3 times)

Material type
단행본
Personal Author
Aggarwal, Charu C.
Title Statement
Linear algebra and optimization for machine learning : a textbook / Charu C. Aggarwal.
Publication, Distribution, etc
Cham :   Springer,   c2020.  
Physical Medium
xxi, 495 p. : ill. ; 26 cm.
ISBN
9783030403430
Bibliography, Etc. Note
Includes bibliographical references (p. 483-489) and index.
Subject Added Entry-Topical Term
Algebras, Linear. Machine learning --Mathematics.
000 00000nam u2200205 a 4500
001 000046051688
005 20201012142437
008 201008s2020 sz a b 001 0 eng d
020 ▼a 9783030403430
040 ▼a 211009 ▼c 211009 ▼d 211009
082 0 4 ▼a 512.5 ▼2 23
084 ▼a 512.5 ▼2 DDCK
090 ▼a 512.5 ▼b A266L
100 1 ▼a Aggarwal, Charu C.
245 1 0 ▼a Linear algebra and optimization for machine learning : ▼b a textbook / ▼c Charu C. Aggarwal.
260 ▼a Cham : ▼b Springer, ▼c c2020.
300 ▼a xxi, 495 p. : ▼b ill. ; ▼c 26 cm.
504 ▼a Includes bibliographical references (p. 483-489) and index.
650 0 ▼a Algebras, Linear.
650 0 ▼a Machine learning ▼x Mathematics.
945 ▼a KLPA

Holdings Information

No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Science & Engineering Library/Sci-Info(Stacks2)/ Call Number 512.5 A266L Accession No. 121254512 Availability Available Due Date Make a Reservation Service B M

Contents information

Table of Contents

Preface.- 1 Linear Algebra and Optimization: An Introduction.- 2 Linear Transformations and Linear Systems.- 3 Eigenvectors and Diagonalizable Matrices.- 4 Optimization Basics: A Machine Learning View.- 5 Advanced Optimization Solutions.- 6 Constrained Optimization and Duality.- 7 Singular Value Decomposition.- 8 Matrix Factorization.- 9 The Linear Algebra of Similarity.- 10 The Linear Algebra of Graphs.- 11 Optimization in Computational Graphs.- Index.

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