Foundations of Machine Learning (Record no. 1432900)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01811cam a2200265 i 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20250630165030.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 180514s2018 maua b 001 0 eng |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780262039406 |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | CSL |
| Transcribing agency | CSL |
| 041 ## - LANGUAGE CODE | |
| Source of code | eng |
| Language code of text/sound track or separate title | eng |
| 084 ## - COLON CLASSIFICATION NUMBER | |
| Classification number | D65,8(B):(S:72) Q8 |
| Assigning agency | CSL |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Mohri, Mehryar |
| Relator term | author. |
| 9 (RLIN) | 751616 |
| 245 10 - TITLE STATEMENT | |
| Title | Foundations of Machine Learning |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 2nd ed. |
| 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, 486p. |
| Other physical details | : col. ill. |
| Dimensions | ; 24 cm. |
| 500 ## - GENERAL NOTE | |
| General note | Includes bibliographical references and index. |
| 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/>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 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Reinforcement learning. |
| 9 (RLIN) | 733538 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Kernel methods. |
| 9 (RLIN) | 814504 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Online learning. |
| 9 (RLIN) | 814505 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Rostamizadeh, Afshin |
| Relator term | co-author. |
| 9 (RLIN) | 751617 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Talwalkar, Ameet |
| Relator term | co-author. |
| 9 (RLIN) | 751618 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Colon Classification (CC) |
| Suppress in OPAC | No |
| Koha item type | Textual |
| Edition | 2nd ed. |
| Classification part | D65,8(B):(S:72) Q8 |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Home library | Current library | Date acquired | Source of acquisition | Total Checkouts | Full call number | Barcode | Date due | Date last seen | Date last checked out | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Colon Classification (CC) | Central Science Library | Central Science Library | 2024-10-28 | Segment Book Distributors | 1 | D65,8(B):(S:72) Q8 | SL1655984 | 2026-03-20 | 2026-03-13 | 2026-03-13 | 2025-06-25 | Textbook |