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Paper Survey on Transfer Learning.pptx

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Paper Survey on Transfer Learning.pptx

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Transfer Learning is a method under research in Machine Learning that stores the knowledge obtained from solving one problem and uses it to solve problems that are different but related to the solved one.

Transfer Learning is a method under research in Machine Learning that stores the knowledge obtained from solving one problem and uses it to solve problems that are different but related to the solved one.

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Paper Survey on Transfer Learning.pptx

  1. 1. Paper Review on Transfer Learning  -BY: SWATHI ANANDRAM  PAPER LINK: HTTPS://IEEEXPLORE-IEEE- ORG.LIBACCESS.SJLIBRARY.ORG/STAMP/STAMP.JSP?TP=&ARNUMBER=9134370&TAG =1  MEDIUM ARTICLE LINK: HTTPS://MEDIUM.COM/P/89115607E91#EF9B-B9B934015CFC
  2. 2. What is Transfer Learning?  It is a method under research in Machine Learning that stores the knowledge obtained from solving one problem and uses it to solve problems that are different but related to the solved one.
  3. 3. Real life example
  4. 4. Categories based on differences in domains Homogeneous transfer It handles situations where the domains are of similar feature space. Heterogeneous transfer It handles situations with domains of different feature spaces.
  5. 5. Connection between Transfer Learning and Machine Learning tasks Semi-supervised learning Multiview Learning Multitask Learning
  6. 6. Categories of Transfer Learning
  7. 7. Strategies and objectives of transfer learning from a data perspective
  8. 8. Strategies and objectives of transfer learning from a model perspective
  9. 9. Application of Transfer Learning Medical Application Bioinformatics Application Transportation Application Recommender System Application

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