Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems
Synopsis
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.Book details
- Edition:
- 1st ed. 2023
- Series:
- Studies in Computational Intelligence (Book 1100)
- Author:
- Witold Pedrycz, Shyi-Ming Chen
- ISBN:
- 9783031320958
- Related ISBNs:
- 9783031320941
- Publisher:
- Springer International Publishing
- Pages:
- N/A
- Reading age:
- Not specified
- Includes images:
- Yes
- Date of addition:
- 2023-07-14
- Usage restrictions:
- Copyright
- Copyright date:
- 2023
- Copyright by:
- The Editor
- Adult content:
- No
- Language:
- English
- Categories:
- Computers and Internet, Nonfiction, Technology