Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems
Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems
Buch
- Herausgeber: Shyi-Ming Chen, Witold Pedrycz
- Springer International Publishing, 06/2024
- Einband: Kartoniert / Broschiert, Paperback
- Sprache: Englisch
- ISBN-13: 9783031320972
- Bestellnummer: 11897096
- Umfang: 244 Seiten
- Auflage: 2023
- Gewicht: 376 g
- Maße: 235 x 155 mm
- Stärke: 14 mm
- Erscheinungstermin: 15.6.2024
- Serie: Studies in Computational Intelligence - Band 1100
Achtung: Artikel ist nicht in deutscher Sprache!
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Klappentext
The book provides a timely coverage of the paradigm of knowledge distillation an efficient way of model compression. Knowledge distillation is positioned in a general setting of transfer learning, which effectively learns a lightweight student model from a large teacher model. The book covers a variety of training schemes, teacher student architectures, and distillation algorithms. The book covers a wealth of topics including recent developments in vision and language learning, relational architectures, multi-task learning, and representative applications to image processing, computer vision, edge intelligence, and autonomous systems. The book is of relevance to a broad audience including researchers and practitioners active in the area of machine learning and pursuing fundamental and applied research in the area of advanced learning paradigms.Mehr von Studies in Comp...
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