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portada Introduction to Transfer Learning: Algorithms and Practice
Type
Physical Book
Author
Publisher
Language
English
Pages
329
Format
Paperback
ISBN13
9789811975868
Categories

Introduction to Transfer Learning: Algorithms and Practice

Jindong Wang (Author) · Yiqiang Chen (Author) · Springer · Paperback

Introduction to Transfer Learning: Algorithms and Practice - Wang, Jindong ; Chen, Yiqiang

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Synopsis "Introduction to Transfer Learning: Algorithms and Practice"

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.

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