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| |  Online-Ressource |
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| Verfasst von: | Hansson, Anders [VerfasserIn]  |
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| | Andersen, Martin S. [VerfasserIn] |
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| Titel: | Optimization for learning and control |
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| Verf.angabe: | Anders Hansson, Martin Andersen |
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| Verlagsort: | Hoboken, New Jersey |
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| Verlag: | John Wiley & Sons, Inc. |
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| E-Jahr: | 2023 |
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| Jahr: | [2023] |
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| Umfang: | 1 online resource (xxvii, 397 pages) |
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| Illustrationen: | illustrations |
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| Fussnoten: | Includes bibliographical references and index. - Description based on online resource; title from digital title page (viewed on May 25, 2023) |
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| ISBN: | 978-1-119-80917-3 |
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| | 1-119-80917-7 |
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| | 978-1-119-80918-0 |
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| | 1-119-80918-5 |
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| | 978-1-119-80914-2 |
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| | 1-119-80914-2 |
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| | 978-1-119-80913-5 |
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| Abstract: | "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"-- |
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| URL: | Aggregator: https://learning.oreilly.com/library/view/-/9781119809135/?ar |
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| Datenträger: | Online-Ressource |
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| Sprache: | eng |
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| Bibliogr. Hinweis: | Erscheint auch als : Druck-Ausgabe |
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| Sach-SW: | Electronic books |
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| K10plus-PPN: | 185098574X |
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| Lokale URL UB: |  Zum Volltext |
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| | Bibliothek der Medizinischen Fakultät Mannheim der Universität Heidelberg |
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| |  Bestellen/Vormerken für Benutzer des Klinikums Mannheim
Eigene Kennung erforderlich |
| Bibliothek/Idn: | UW / m4343662659 |
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| Lokale URL Inst.: | Zum Volltext |
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978-1-119-80917-3,1-119-80917-7,978-1-119-80918-0,1-119-80918-5,978-1-119-80914-2,1-119-80914-2,978-1-119-80913-5
Optimization for learning and control / Hansson, Anders [VerfasserIn]; [2023] (Online-Ressource)
69089707
