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Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems: 1100 (Studies in Computational Intelligence, 1100)

AI & Machine Learning

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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.

Product Specifications

Format: paperback
ASIN: 3031320972
Category: Books > Subjects > Computing & Internet > Computer Science > AI & Machine Learning
Domain: Amazon UK
Release Date: 15 June 2024
Listed Since: 16 June 2024

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Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems: 1100 (Studies in Computational Intelligence, 1100)

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