Optimization for learning and control / (Record no. 7814)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01925cam a22002658i 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20251223112615.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 230124s2023 nju o 001 0 eng |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781119809173 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781119809142 |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 004.2/10151 |
| 100 1# - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Hansson, Anders, |
| 245 10 - TITLE STATEMENT | |
| Title | Optimization for learning and control / |
| Statement of responsibility, etc | Anders Hansson, Linköping University, Linköping, Sweden; Martin Andersen, Technical University of Denmark, Kongens Lyngby, Denmark. |
| 250 ## - EDITION STATEMENT | |
| Edition statement | First edition. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | 1 online resource |
| 500 ## - GENERAL NOTE | |
| General note | Includes index. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | "Comprehensive resource providing a masters' level introduction to optimization theory and algorithms for learning and control 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. Several applications areas are also discussed, including signal processing, system identification, optimal control, and machine learning. 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"-- |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | System analysis |
| General subdivision | Mathematics. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Mathematical optimization. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Machine learning |
| General subdivision | Mathematics. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Signal processing |
| General subdivision | Mathematics. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Andersen, Martin S., |
| 856 ## - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | https://ieeexplore.ieee.org/servlet/opac?bknumber=10132902 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | E-Books |
| Withdrawn status | Lost status | Damaged status | Home library | Current library | Date acquired | Full call number | Accession Number | Bill Date/Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|
| Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | 23/12/2025 | 004.2/10151 | EB00778 | 23/12/2025 | E-Books |