Transfer Learning Survey and Tutorials

  • A Survey on Transfer Learning, Sinno Jialin Pan and Qiang Yang. In IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE). Volume 22, No. 10, Pages 1345-1359, October 2010.
    [PDF] [BibTex] [Slides]
  • Invited course: Transfer Learning (Part I: Overview), a lecture at Machine Learning Summer School 2011 (MLSS-11), Singapore. Jun. 2011.
  • Tutorial: Domain Adaptation in Real-world Applications, at the 4th Asian Conference on Machine Learning (ACML-12), Singapore. Nov. 2012.
  • Tutorial: Transfer Learning with Applications, at the 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-13), Gold Coast, Australia. Apr. 2013.
  • Tutorial: Transfer Learning with Applications, at the 23rd International Joint Conference on Artificial Intelligence (IJCAI-13), Beijing, China. Aug. 2013.
  • Invited course: Transfer Learning, a lecture of the short course on Data Mining Techniques and Applications, organized by Pattern Recognition and Machine Intelligence Association (PREMIA), Singapore. Jan. 2014.
  • Invited course: Transfer Learning: Fundamentals and applications, a lecture in summer school, organized by Pattern Recognition and Machine Intelligence Association (PREMIA), Singapore. May 2017.
  • Invited course: Transfer Learning: Fundamentals and applications, a lecture in summer school, organized by Pattern Recognition and Machine Intelligence Association (PREMIA), Singapore. May 2018.

Note: The slides can be used freely with acknowledgement.