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Linear Algebra and Optimization for Machine Learning: A Textbook - Softcover

Aggarwal, Charu C.

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9783030403454: Linear Algebra and Optimization for Machine Learning: A Textbook
Softcover
ISBN 10: 3030403459 ISBN 13: 9783030403454
Publisher: Springer, 2020

This specific ISBN edition is currently not available.

Synopsis

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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Publisher
Springer
Publication date
2020
Language
English
ISBN 10 
3030403459
ISBN 13 
9783030403454
Binding
Paperback
Number of pages
520
Rating
  • 4.65 out of 5 stars
    17 ratings by Goodreads

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9783030403430: Linear Algebra and Optimization for Machine Learning: A Textbook

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ISBN 10:  3030403432 ISBN 13:  9783030403430
Publisher: Springer, 2020
Hardcover