Model-Based Machine Learning/ (Record no. 13588)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02636nam a22003137a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | EG-NcFUE |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20251204112654.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 251204b ua|||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781498756815 |
| 040 ## - CATALOGING SOURCE | |
| Language of cataloging | eng |
| 043 ## - GEOGRAPHIC AREA CODE | |
| Geographic area code | ua |
| 082 #4 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Edition number | 23 |
| Classification number | 006.31 WJM |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Winn, John Michael. |
| 9 (RLIN) | 34190 |
| 245 1# - TITLE STATEMENT | |
| Title | Model-Based Machine Learning/ |
| Statement of responsibility, etc | John Michael Winn, Christopher M. Bishop, Thomas Diethe, John Guiver, Yordan Zaykov. |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 1st Edition |
| 264 #1 - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc | Boca Raton: |
| Name of publisher, distributor, etc | CRC Press, |
| Date of publication, distribution, etc | ©2024. |
| 336 ## - CONTENT TYPE | |
| Source | rdacontent |
| Content type term | text |
| 337 ## - MEDIA TYPE | |
| Source | rdamedia |
| Media type term | unmediated |
| 338 ## - CARRIER TYPE | |
| Source | rdacarrier |
| Carrier type term | volume |
| 500 ## - GENERAL NOTE | |
| General note | Today, machine learning is being applied to a growing variety of problems in a bewildering variety of domains. A fundamental challenge when using machine learning is connecting the abstract mathematics of a machine learning technique to a concrete, real world problem. This book tackles this challenge through model-based machine learning which focuses on understanding the assumptions encoded in a machine learning system and their corresponding impact on the behaviour of the system.<br/><br/>The key ideas of model-based machine learning are introduced through a series of case studies involving real-world applications. Case studies play a central role because it is only in the context of applications that it makes sense to discuss modelling assumptions. Each chapter introduces one case study and works through step-by-step to solve it using a model-based approach. The aim is not just to explain machine learning methods, but also showcase how to create, debug, and evolve them to solve a problem.<br/><br/>Features:<br/><br/>Explores the assumptions being made by machine learning systems and the effect these assumptions have when the system is applied to concrete problems.<br/>Explains machine learning concepts as they arise in real-world case studies.<br/>Shows how to diagnose, understand and address problems with machine learning systems.<br/>Full source code available, allowing models and results to be reproduced and explored.<br/>Includes optional deep-dive sections with more mathematical details on inference algorithms for the interested reader. |
| 500 ## - GENERAL NOTE | |
| General note | John Winn is a Principal Researcher at Microsoft Research, UK.<br/><br/><br/> |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Artificial intelligence. |
| 9 (RLIN) | 33122 |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Machine learning |
| Form subdivision | Artificial intelligence |
| General subdivision | Computer science |
| 9 (RLIN) | 34195 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Bishop, Christopher M. |
| 9 (RLIN) | 34191 |
| Relator term | Joint Author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Diethe, Thomas. |
| 9 (RLIN) | 34192 |
| Relator term | Joint Author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Guiver, John. |
| 9 (RLIN) | 34193 |
| Relator term | Joint Author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Zaykov, Yordan. |
| 9 (RLIN) | 34194 |
| Relator term | Joint Author. |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Books |
| Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library | Date acquired | Source of acquisition | Acquisition method | Total Checkouts | Full call number | Barcode | Date last seen | Copy number | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Faculty of Engineering & Technology (General) | Main library | Main library | 04/12/2025 | Al Ahram | Purchase | 006.31 WJM | 00017899 | 04/12/2025 | C.1 | 04/12/2025 | Books |