Introduction to Transfer Learning: Algorithms and Practice (Machine Learning: Foundations, Methodologies, and Applications)
by Jindong Wang and Yiqiang Chen
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Fulfillment optionsIntroduction to Transfer Learning
Transfer learning is one of the most important technologies in the era of artificial intelligence and deep learning. It seeks to leverage existing knowledge by transferring it to another, new domain. Over the years, a number of relevant topics have attracted the interest of the research and application community: transfer learning, pre-training and fine-tuning, domain adaptation, domain generalization, and meta-learning.
This book offers a comprehensive tutorial on an overview of transfer learning, introducing new researchers in this area to both classic and more recent algorithms. Most importantly, it takes a “student’s” perspective to introduce all the concepts, theories, algorithms, and applications, allowing readers to quickly and easily enter this area. Accompanying the book, detailed code implementations are provided to better illustrate the core ideas of several important algorithms, presenting good examples for practice.
Details
- Publisher
- Springer Nature Singapore
- Authors
- Jindong Wang, Yiqiang Chen
- Format
- Hardcover
- Published
- Mar 31, 2023
- ISBN-13
- 9789811975837
- Pages
- 329
- Printing
- Printed on demand
Introduction to Transfer Learning for groups: pricing
Volume pricing applies automatically in your cart. No codes, no account needed.
| Copies | Price per copy | You save |
|---|---|---|
| 25 – 49 | $70.39 | 12% off list |
| 50 – 99 | $69.59 | 13% off list |
| 100+ | $68.79 | 14% off list |
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Introduction to Transfer Learning: Algorithms and Practice (Machine Learning: Foundations, Methodologies, and Applications)
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