Foundations of Machine Learnin (Record no. 10129)
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| 000 -LEADER | |
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| fixed length control field | 01881nam a22002417a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20251203120625.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 251203b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780262039406 |
| 040 ## - CATALOGING SOURCE | |
| Transcribing agency | SoET Library |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.31 MOH |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Mohri, Mehryar |
| 9 (RLIN) | 2963 |
| 245 ## - TITLE STATEMENT | |
| Title | Foundations of Machine Learnin |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 2nd |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Cambridge: |
| Name of publisher, distributor, etc. | The MIT Press, |
| Date of publication, distribution, etc. | 2018. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xv, 486 p. : ill. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | his 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. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Machine Learning |
| 9 (RLIN) | 96 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Artificial Intelligence |
| 9 (RLIN) | 100 |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Rostamizadeh, Afshin |
| 9 (RLIN) | 2964 |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Talwalkar, Ameet |
| 9 (RLIN) | 2965 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Books |
| Date last seen | Total Checkouts | Full call number | Barcode | Price effective from | Koha item type | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Withdrawn status | Home library | Current library | Date acquired |
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| 2025-12-03 | 006.31 MOH | 008258 | 2025-12-03 | Books | Dewey Decimal Classification | School of Engineering and Technology | School of Engineering and Technology | 2025-12-03 | |||||
| 2025-12-03 | 006.31 MOH | 008259 | 2025-12-03 | Books | Dewey Decimal Classification | School of Engineering and Technology | School of Engineering and Technology | 2025-12-03 | |||||
| 2025-12-03 | 006.31 MOH | 008260 | 2025-12-03 | Books | Dewey Decimal Classification | School of Engineering and Technology | School of Engineering and Technology | 2025-12-03 | |||||
| 2025-12-03 | 006.31 MOH | 008261 | 2025-12-03 | Books | Dewey Decimal Classification | School of Engineering and Technology | School of Engineering and Technology | 2025-12-03 | |||||
| 2025-12-03 | 006.31 MOH | 008262 | 2025-12-03 | Books | Dewey Decimal Classification | School of Engineering and Technology | School of Engineering and Technology | 2025-12-03 |