Optimization for learning and control (Record no. 567518)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01597 a2200193 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20250624121542.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 250624b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781119809135 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 004.10151 |
| Item number | H199o |
| 100 ## - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Hansson, Anders |
| 245 ## - TITLE STATEMENT | |
| Title | Optimization for learning and control |
| Statement of responsibility, etc | Anders Hansson and Martin Andersen |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Name of publisher | John Wiley |
| Year of publication | 2023 |
| Place of publication | Hoboken |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | xxvii, 397p |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | Optimization for Learning and Control describes how optimization is used in these domains, giving a thorough introduction to both unsupervised learning, supervised learning, and reinforcement learning, with an emphasis on optimization methods for large-scale learning and control problems.<br/><br/>Several applications areas are also discussed, including signal processing, system identification, optimal control, and machine learning.<br/><br/>Today, most of the material on the optimization aspects of deep learning that is accessible for students at a Masters’ level is focused on surface-level computer programming; deeper knowledge about the optimization methods and the trade-offs that are behind these methods is not provided. The objective of this book is to make this scattered knowledge, currently mainly available in publications in academic journals, accessible for Masters’ students in a coherent way. The focus is on basic algorithmic principles and trade-offs. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | System analysis -- Mathematics |
| -- | Mathematical optimization |
| -- | Machine learning -- Mathematics |
| -- | Signal processing -- Mathematics |
| -- | MATLAB |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Andersen, Martin |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Books |
| Withdrawn status | Lost status | Damaged status | Not for loan | Collection code | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Full call number | Accession Number | Cost, replacement price | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| In Acquisition | PK Kelkar Library, IIT Kanpur | PK Kelkar Library, IIT Kanpur | 19/06/2025 | 2 | 8949.92 | 004.10151 H199o | A186889 | 11187.40 | Books |