The Transfer Learning Task as the Means of Metalearning Tasks Solution
The methods for solving the problems of transfer learning are reviewed from the point of view of solving the metalearning tasks. The concepts of metalearning, transfer learning, multi-task learning, inductive transfer and lifelong learning are given. A scheme for solving the metalearning problem usi...
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| Date: | 2020 |
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| Main Authors: | , |
| Format: | Article |
| Language: | English |
| Published: |
Міжнародний науково-навчальний центр інформаційних технологій і систем НАН та МОН України
2020
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| Series: | Control systems & computers |
| Subjects: | |
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| Journal Title: | Digital Library of Periodicals of National Academy of Sciences of Ukraine |
| Cite this: | The Transfer Learning Task as the Means of Metalearning Tasks Solution / Ye.A. Savchenko, M.Yu. Savchenko // Control systems & computers. — 2020. — № 2. — С. 41-54. — Бібліогр.: 33 назв. — англ. |
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Digital Library of Periodicals of National Academy of Sciences of Ukraine| Summary: | The methods for solving the problems of transfer learning are reviewed from the point of view of solving the metalearning tasks. The concepts of metalearning, transfer learning, multi-task learning, inductive transfer and lifelong learning are given. A scheme for solving the metalearning problem using the inductive approach is proposed. Metalearning is a generalization of all previously solved problems. It gives a possibility to save resources and to use the existing experience in solving learning problems in an optimal way. |
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