Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems

Name: Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems
Brand: Springer Nature
SKU: 9783031320958
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Springer Nature

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9783031320958

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The book provides a timely coverage of the paradigm of knowledge distillationan 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, teacherstudent 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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