Open Daily: 10am - 10pm | Alley door pickup 10am - 7pm 3038 Hennepin Ave Minneapolis, MN
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  • Open Daily: 10am - 10pm
    Alley-side Pickup: 10am - 7pm

    3038 Hennepin Ave Minneapolis, MN
    612-822-4611

Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems

Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems

Pedrycz, Witold
Chen, Shyi-Ming

Hardcover

Series: Studies in Computational Intelligence, Book 1100

Technology & EngineeringGeneral Computers

ISBN10: 3031320948
ISBN13: 9783031320941
Publisher: Springer Nature
Published: Jun 14 2023
Pages: 232
Weight: 1.14
Height: 0.56 Width: 6.14 Depth: 9.21
Language: English

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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