Linear algebra and learning from data / (Record no. 54157)
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000 -LEADER | |
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fixed length control field | 01256nam a22001817a 4500 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 191024b2019 ||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9780692196380 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 512.5 STR-G |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Strang, Gilbert |
245 ## - TITLE STATEMENT | |
Title | Linear algebra and learning from data / |
Statement of responsibility, etc. | Gilbert Strang |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Place of publication, distribution, etc. | England |
Name of publisher, distributor, etc. | Wellesley-Cambridge Press |
Date of publication, distribution, etc. | 2019 |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 432 p. |
365 ## - TRADE PRICE | |
Price type code | GBP |
Price amount | 58.99 |
500 ## - GENERAL NOTE | |
General note | 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 matrices, 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 | Mathematical optimization |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Mathematical statistics |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Algebras, Linear |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) | |
Withdrawn status | |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) | |
Withdrawn status | |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) | |
Withdrawn status |
Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Current library | Shelving location | Date acquired | Total Checkouts | Total Renewals | Full call number | Barcode | Date last seen | Date last checked out | Koha item type |
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Dewey Decimal Classification | 510 | BITS Pilani Hyderabad | General Stack (For lending) | 24/10/2019 | 4 | 1 | 512.5 STR-G | 39952 | 13/07/2024 | 25/12/2022 | Books | |||
Dewey Decimal Classification | 510 | BITS Pilani Hyderabad | General Stack (For lending) | 11/01/2021 | 512.5 STR-G | 41793 | 13/07/2024 | Books | ||||||
Dewey Decimal Classification | 510 | BITS Pilani Hyderabad | General Stack (For lending) | 05/03/2021 | 3 | 2 | 512.5 STR-G | 41840 | 13/07/2024 | 21/12/2023 | Books |