Foundations of Machine Learning (Record no. 61408)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02337nam a22002657a 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20240402112413.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 240130b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780262039406 |
| 028 ## - DISTRIBUTOR NAME | |
| Distributor Name | : Raghav Books |
| Distributor address | : A-184, A, Nand Gram, Ghaziabad, UP. |
| Bill Number | : 4838 |
| Bill Date | : 20/01/2024 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.31 MOH |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Mohri, Mehryar. |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | ; Rostamizadeh, Afshin. |
| 245 ## - TITLE STATEMENT | |
| Title | Foundations of Machine Learning |
| 250 ## - EDITION STATEMENT | |
| Edition statement | : 2nd. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc | , London |
| Name of publisher, distributor, etc | : MIT Press |
| Date of publication, distribution, etc | , 2018. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xii,486p. |
| Dimensions | : 28cm. |
| 365 ## - TRADE PRICE | |
| Price amount | 5153 |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | This book is a general introduction to machine learning that can serve as a textbook for graduate students and a reference for researchers. It covers fundamental modern topics in machine learning while providing the theoretical basis and conceptual tools needed for the discussion and justification of algorithms. It also describes several key aspects of the application of these algorithms. The authors aim to present novel theoretical tools and concepts while giving concise proofs even for relatively advanced topics.<br/><br/>Foundations of Machine Learning is unique in its focus on the analysis and theory of algorithms. The first four chapters lay the theoretical foundation for what follows; subsequent chapters are mostly self-contained. Topics covered include the Probably Approximately Correct (PAC) learning framework; generalization bounds based on Rademacher complexity and VC-dimension; Support Vector Machines (SVMs); kernel methods; boosting; on-line learning; multi-class classification; ranking; regression; algorithmic stability; dimensionality reduction; learning automata and languages; and reinforcement learning. Each chapter ends with a set of exercises. Appendixes provide additional material including concise probability review.<br/><br/>This second edition offers three new chapters, on model selection, maximum entropy models, and conditional entropy models. New material in the appendixes includes a major section on Fenchel duality, expanded coverage of concentration inequalities, and an entirely new entry on information theory. More than half of the exercises are new to this edition. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Machine Learning |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Algorithms |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Support Vector Machines |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | VC-dimension |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Mehryar Mohri |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Books |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Total Checkouts | Full call number | Barcode | Date last seen | Price effective from | Koha item type | Date checked out | Total Renewals |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Not For Loan | SNU LIBRARY | SNU LIBRARY | 30/01/2024 | Raghav Books | 5153.00 | 006.31 MOH | 29987 | 30/01/2024 | 30/01/2024 | Books | ||||||
| Dewey Decimal Classification | SNU LIBRARY | SNU LIBRARY | 30/01/2024 | Raghav Books | 5153.00 | 2 | 006.31 MOH | 29988 | 06/03/2025 | 30/01/2024 | Books | 11/05/2024 | |||||
| Dewey Decimal Classification | SNU LIBRARY | SNU LIBRARY | 30/01/2024 | Raghav Books | 5153.00 | 2 | 006.31 MOH | 29989 | 12/10/2025 | 30/01/2024 | Books | 20/09/2025 | 1 |
