The Transfer Learning Task as the Means of Metaleaning Tasks Solution
Yevgeniya A. Savchenko, Mykhailo Savchenko · Control Systems and Computers · 2020
tHe trAnsFer leArnInG tAsK As tHe meAns oF metAleAnInG tAsKs solutIonThe 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.