Linear algebra and optimization for machine Learning: a textbook (Record no. 5159)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01540nam a22001937a 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20241211170031.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 241211b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9783030403461 |
| 040 ## - CATALOGING SOURCE | |
| Transcribing agency | National Institute of Technology Goa |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 512.5 |
| Item number | AGG/LIN |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Aggarwal, Charu C |
| 245 ## - TITLE STATEMENT | |
| Title | Linear algebra and optimization for machine Learning: a textbook |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 1st |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Switzerland: |
| Name of publisher, distributor, etc. | Springer, |
| Date of publication, distribution, etc. | 2020 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xxi, 498p.: 6x11x2; Paperback |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | This textbook introduces linear algebra and optimization in the context of machine learning. Linear algebra and its applications: The chapters focus on the basics of linear algebra together with their common applications to singular value decomposition, matrix factorization, similarity matrices (kernel methods), and graph analysis. Numerous machine learning applications have been used as examples, such as spectral clustering, kernel-based classification, and outlier detection. Optimization and its applications: Much of machine learning is posed as an optimization problem in which we try to maximize the accuracy of regression and classification models. The “parent problem” of optimization-centric machine learning is least-squares regression. Interestingly, this problem arises in both linear algebra and optimization, and is one of the key connecting problems of the two fields |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Source of heading or term | Mathematics |
| Topical term or geographic name entry element | Mathematics; Optimization; Linear systems; Machine learning; Matrix factorization; Linear algebra |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Books |
| Suppress in OPAC | No |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price | Total checkouts | Full call number | Barcode | Date last seen | Price effective from | Koha item type | Public note | Date due | Date last checked out |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Central Library NIT Goa | Central Library NIT Goa | General stacks | 11/12/2024 | Atlantic Publishers & Distributors (P) Ltd. | 4704.06 | 512.5 AGG/LIN | 10829 | 11/12/2024 | 11/12/2024 | Reference | Reference Book Rack number 38(B) | |||||||
| Dewey Decimal Classification | Central Library NIT Goa | Central Library NIT Goa | General stacks | 11/12/2024 | Atlantic Publishers & Distributors (P) Ltd. | 4704.06 | 1 | 512.5 AGG/LIN | 10830 | 24/04/2025 | 11/12/2024 | Books | Book Rack number 11(A) | 23/07/2025 | 24/04/2025 | ||||
| Dewey Decimal Classification | Central Library NIT Goa | Central Library NIT Goa | General stacks | 11/12/2024 | Atlantic Publishers & Distributors (P) Ltd. | 4704.06 | 512.5 AGG/LIN | 10831 | 11/12/2024 | 11/12/2024 | Books | Book Rack number 11(A) |