Mathematics for machine learning/ (Record no. 209018)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 00975 a2200193 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781108455145 |
| 040 ## - CATALOGING SOURCE | |
| Transcribing agency | CUS |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.31 |
| Item number | DEI/M |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Deisenroth, Marc Peter |
| 245 ## - TITLE STATEMENT | |
| Title | Mathematics for machine learning/ |
| Statement of responsibility, etc. | Marc Peter Deisenroth, A. Aldo Faisal and Cheng Soon Ong |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Name of publisher, distributor, etc. | Cambridge University Press, |
| Place of publication, distribution, etc. | Cambridge: |
| Date of publication, distribution, etc. | 2020. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xvii, 371 p. : |
| Other physical details | ill. ; |
| Dimensions | 26 cm. |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Introduction and motivation --<br/>Linear algebra --<br/>Analytic geometry --<br/>Matrix decompositions --<br/>Vector calculus --<br/>Probability and distribution --<br/>Continuous optimization --<br/>When models meet data --<br/>Linear regression --<br/>Dimensionality reduction with principal component analysis --<br/>Density estimation with Gaussian mixture models --<br/>Classification with support vector machines. |
| 650 ## - SUBJECT | |
| Keyword | Machine learning |
| 650 ## - SUBJECT | |
| Keyword | Computer Science |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Faisal, A. Aldo |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Ong, Cheng Soon |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | General Books |
| Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Cost, normal purchase price | Full call number | Accession number | Date last seen | Date last checked out | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Central Library, Sikkim University | Central Library, Sikkim University | General Book Section | 18/03/2021 | 2725.05 | 006.31 DEI/M | 49788 | 16/04/2024 | 12/03/2024 | General Books |