Probabilistic Machine Learning : (Record no. 34964)
[ view plain ]
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
|---|---|
| ISBN | 978-0262046824 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.31 |
| Author Mark | MUR-P |
| 100 ## - MAIN ENTRY--AUTHOR | |
| Author Name | Murphy, Kevin P. |
| 245 ## - TITLE STATEMENT | |
| Title | Probabilistic Machine Learning : |
| Sub-Title | An Introduction / |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of Publication | London: |
| Name of publisher, distributor, etc. | The MIT Press, |
| Date of publication, distribution, etc. | 2022. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Pages | xxix, 823p |
| Dimensions | 21cm x 28cm |
| 500 ## - GENERAL NOTE | |
| General note | Includes bibliography. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Subject / Department | This book offers a detailed and up-to-date introduction to machine learning (including deep learning) through the unifying lens of probabilistic modeling and Bayesian decision theory. The book covers mathematical background (including linear algebra and optimization), basic supervised learning (including linear and logistic regression and deep neural networks), as well as more advanced topics (including transfer learning and unsupervised learning). End-of-chapter exercises allow students to apply what they have learned, and an appendix covers notation. |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Book |
| Withdrawn status | Not for loan | Collection code | Permanent Location | Current Location | Date acquired | Source of acquisition | Full Call Number | Accession No./Barcode | Date last seen | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|
| Computer Science | Air University Multan Campus Library | Air University Multan Campus Library | 05/26/2025 | Ali book service | 006.31 MUR-P | P004966 | 05/26/2025 | Book |