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Anglický jazyk
Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems
Autor: Shyi-Ming Chen
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... Viac o knihe
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O knihe
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.
- Vydavateľstvo: Springer International Publishing
- Rok vydania: 2023
- Formát: Hardback
- Rozmer: 241 x 160 mm
- Jazyk: Anglický jazyk
- ISBN: 9783031320941
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