Understanding machine learning : (Record no. 50051)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01580nam a22002537a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | IN-BdCUP |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20240513102655.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 230620b ii ||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781107512825 |
| 040 ## - CATALOGING SOURCE | |
| Language of cataloging | eng |
| Transcribing agency | IN-BdCUP |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.31 |
| Item number | SHA |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Shalev-Shwartz, Shai |
| Relator term | Author |
| 245 ## - TITLE STATEMENT | |
| Title | Understanding machine learning : |
| Remainder of title | from theory to algorithms / |
| Statement of responsibility, etc. | Shai Shalev-Shwartz, and Shai Ben-David, |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Cambridge : |
| Name of publisher, distributor, etc. | Cambridge University Press, |
| Date of publication, distribution, etc. | 2022 . |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xvi, 397 pages ; |
| Dimensions | 26 cm. |
| Type of unit | pb |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Contents:<br/>Introduction<br/>I. Foundations<br/>A gentle start<br/>A formal learning model<br/>Learning via uniform convergence<br/>The bias-complexity tradeoff<br/>The VC-dimension<br/>Nonuniform learnability<br/>The runtime of learning<br/>II. From Theory to Algorithms<br/>Linear predictors<br/>Boosting<br/>Model selection and validation<br/>Convex learning problems<br/>Regularization and stability<br/>Stochastic gradient descent<br/>Support vector machines<br/>Kernel methods<br/>Multiclass, ranking, and complex prediction problems<br/>Decision trees<br/>Nearest neighbor<br/>Neural networks<br/>III. Additional Learning Models<br/>Online learning<br/>Clustering<br/>Dimensionality reduction<br/>Generative models<br/>Feature selection and generation<br/>IV. Advanced Theory<br/>Rademacher complexities<br/>Covering numbers<br/>Proof of the fundamental theorem of learning theory<br/>Multiclass learnability<br/>Compression bounds<br/>PAC-Bayes |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Algorithm |
| Topical term or geographic name entry element | Boosting |
| Topical term or geographic name entry element | Algebra |
| Topical term or geographic name entry element | PAC-Bayes |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Ben-David, Shai |
| Relator term | Author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Book |
| Suppress in OPAC | No |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Home library | Current library | Date acquired | Source of acquisition | Order Number | Cost, normal purchase price | Bill number | Total checkouts | Full call number | Barcode | Date last seen | Actual Cost, replacement price | Bill Date | Koha item type | Collection |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Ranganathan Library | Ranganathan Library | 13/02/2023 | Indu book services | CUPB/LIB/2 | 836.50 | IN-00290 | 006.31 SHA | 046281 | 20/06/2023 | 1195.00 | 08/02/2023 | Book | ||||||
| Dewey Decimal Classification | Ranganathan Library | Ranganathan Library | 10/01/2024 | New India Book Agency | 23-24/308 | 956.00 | 4828 | 006.31 SHA | 048654 | 13/05/2024 | 1195.00 | 26/01/2024 | Book | Computer Science and Technology |