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[deep learning] multi task learning of multiple datasets data sets missing labels
2022-06-25 14:31:00 【XD742971636】
Data sets 1 Is the text emotion classification task data set , Data sets 2 Is a text subject classification dataset , The model is the same backbone, Can multiple datasets be applied to such a model of multiple tasks , If there is a good theoretical support , There will be 2 Advantages :
(1) A lot of multi task learning is about the same data set applied to different tasks , There is... In the middle of the task “ The lines ” The relationship between , It is conducive to the training of the model . Use the same... In this problem backbone, Will still get “ The lines ” The relationship between .
(2) Different datasets need not be labeled separately . Data missing mark problem .
You can see from these directions :
(1)Multi-Task Deep Neural Networks for Natural Language Understanding
(2)https://github.com/xingyizhou/UniDet
Reference resources :
Introduction to multi task learning in deep learning
Multi-Task Deep Neural Networks for Natural Language Understanding
Can I input multiple data sets and train multiple tasks at the same time
https://github.com/xingyizhou/UniDet
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