Machine learning : (Record no. 2883)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02065nam a22002657a 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20220608153445.0 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780128188033 |
| 040 ## - | |
| -- | HITLIB |
| -- | rda |
| 050 ## - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | Q325.5 |
| Item number | THE |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Theodoridis, Sergios, |
| Dates associated with a name | 1951- |
| 245 10 - TITLE STATEMENT | |
| Title | Machine learning : |
| Remainder of title | a Bayesian and optimization perspective / |
| Statement of responsibility, etc. | Sergios Theodoridis |
| 250 ## - EDITION STATEMENT | |
| Edition statement | Second edition |
| 264 ## - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Place of production, publication, distribution, manufacture | London : |
| Name of producer, publisher, distributor, manufacturer | Elsevier/Academic Press, |
| Date of production, publication, distribution, manufacture, or copyright notice | © 2020. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xxvii, [1], 1131 pagesa : |
| Other physical details | illustrations |
| 336 ## - | |
| -- | rdacontent |
| -- | text |
| -- | txt |
| 337 ## - | |
| -- | rdamedia |
| -- | unmediated |
| -- | n |
| 338 ## - | |
| -- | rdacarrier |
| -- | volume |
| -- | nc |
| 500 ## - GENERAL NOTE | |
| General note | Includes bibliography |
| 505 ## - | |
| -- | Probability and stochastic processes --<br/>Learning in parametric modeling: basic concepts and directions --<br/>Mean-square error linear estimation --<br/>Stochastic gradient descent: the LMS algorithm --<br/>The least-squares family --<br/>Classification: a tour of the classics --<br/>Parameter learning: a convex analytic path --<br/>Sparsity-aware learning: concepts and theoretical foundations --<br/>Sparcity-aware learning: algorithms and applications --<br/>Learning in reproducing Kernel Hilbert spaces --<br/>Bayesian learning: inference and the EM alogrithm --<br/>Bayesian learning: approximate inference and nonparametric models --<br/>Monte Carlo methods --<br/>Probabilistic graphical models: Part I --<br/>Probabilistic graphical models: Part II --<br/>Particle filtering --<br/>Neural networks and deep learning --<br/>Dimensionality reduction --<br/>Appendix A LInear algebra --<br/>Appendix B Probability theory and statistics --<br/>Appendix C Hints on constrained optimization. |
| 520 ## - | |
| -- | "This tutorial text gives a unifying perspective on machine learning by covering both probabilistic and deterministic approaches--which are based on optimization techniques--together with the Bayesian inference approach, whose essence lies in the use of a hierarchy of probabilistic models"--Publisher's website. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Machine learning. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Mathematical optimization. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Bayesian statistical decision theory. |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Library of Congress Classification |
| Koha item type | Books |
| 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 | Inventory number | Total Checkouts | Full call number | Barcode | Date last seen | Copy number | Price effective from | Koha item type | Date last checked out |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Library of Congress Classification | Harare Institute of Technology Main Library | Harare Institute of Technology Main Library | General Collection | 23/05/2022 | Donation : Book Aid International | 3860/D | Q325.5 THE | BK002715 | 28/02/2025 | 1 | 08/06/2022 | Books | ||||||
| Library of Congress Classification | Harare Institute of Technology Main Library | Harare Institute of Technology Main Library | 23/05/2022 | Donations: Book Aid Internationals | 3862/D | Q325.5 THE | BK002535 | 22/07/2024 | 2 | 09/06/2022 | Books | |||||||
| Library of Congress Classification | Harare Institute of Technology Main Library | Harare Institute of Technology Main Library | 23/05/2022 | Donations: Book Aid Internationals | 3861/D | 1 | Q325.5 THE | BK002628 | 22/07/2024 | 3 | 09/06/2022 | Books | 23/02/2024 | |||||
| Library of Congress Classification | Harare Institute of Technology Main Library | Harare Institute of Technology Main Library | General Collection | 05/10/2022 | Donation : ZIMCHE | 10535 | Q325.5 THE | BK003008 | 22/07/2024 | 4 | 17/10/2022 | Books |