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portada Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems
Type
Physical Book
Publisher
Author
Language
English
Pages
232
Format
Hardcover
Dimensions
23.4x15.6x1.4 cm
Weight
0.52 kg.
ISBN13
9783031320941
Categories

Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems

Pedrycz, Witold ; Chen, Shyi-Ming (Author) · Springer · Hardcover

Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems - Pedrycz, Witold ; Chen, Shyi-Ming

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Synopsis "Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems"

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.

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