The Transfer Learning Task as the Means of Metalearning Tasks Solution

• Published in: Control systems & computers
• Date: 2020
• Main Authors: Savchenko, Ye.A., Savchenko, M.Yu.
• Format: Article
• Language: English
• Published: Міжнародний науково-навчальний центр інформаційних технологій і систем НАН та МОН України 2020
• Subjects: Intellectual Informational Technologies and Systems
• Online Access: https://nasplib.isofts.kiev.ua/handle/123456789/181132
• 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.

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...