【机器学习专刊】Transfer Learning Survey and Tutorials
2015-04-29 14:07
555 查看
首先感谢机器学习日报，上面总结的内容真的很棒！
本周看的内容主要是迁移学习【Transfer Learning 】
具体学习内容：
Transfer Learning Survey and Tutorials
【1】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.
【2】Invited course: Transfer Learning (Part I: Overview) , a lecture at Machine Learning Summer School 2011 (MLSS-11), Singapore. Jun. 2011.
【3】Tutorial: Domain Adaptation in Real-world Applications, at the 4th Asian Conference on Machine Learning (ACML-12), Singapore. Nov. 2012.
【4】Tutorial: Transfer Learning with Applications, at the 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-13), Gold Coast, Australia. Apr. 2013.
【5】Tutorial: Transfer Learning with Applications, at the 23rd International Joint Conference on Artificial Intelligence (IJCAI-13), Beijing, China. Aug. 2013.
【6】Invited course: Transfer Learning, a lecture of the short course on Data Mining Techniques and Applications at NUS, organized by Pattern Recognition and Machine Intelligence Association (PREMIA), Singapore. Jan. 2014.
http://www1.i2r.a-star.edu.sg/~jspan/SurveyTL.htm
本周看的内容主要是迁移学习【Transfer Learning 】
具体学习内容：
Transfer Learning Survey and Tutorials
【1】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.
【2】Invited course: Transfer Learning (Part I: Overview) , a lecture at Machine Learning Summer School 2011 (MLSS-11), Singapore. Jun. 2011.
【3】Tutorial: Domain Adaptation in Real-world Applications, at the 4th Asian Conference on Machine Learning (ACML-12), Singapore. Nov. 2012.
【4】Tutorial: Transfer Learning with Applications, at the 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-13), Gold Coast, Australia. Apr. 2013.
【5】Tutorial: Transfer Learning with Applications, at the 23rd International Joint Conference on Artificial Intelligence (IJCAI-13), Beijing, China. Aug. 2013.
【6】Invited course: Transfer Learning, a lecture of the short course on Data Mining Techniques and Applications at NUS, organized by Pattern Recognition and Machine Intelligence Association (PREMIA), Singapore. Jan. 2014.
http://www1.i2r.a-star.edu.sg/~jspan/SurveyTL.htm
内容来自用户分享和网络整理，不保证内容的准确性，如有侵权内容，可联系管理员处理 
相关文章推荐
- transfer learning and fine-tuning
- （转）Understanding, generalisation, and transfer learning in deep neural networks
- 今天开始学习模式识别与机器学习Pattern Recognition and Machine Learning (PRML)，章节5.1，Neural Networks神经网络-前向网络。
- 今天开始学模式识别与机器学习Pattern Recognition and Machine Learning (PRML)书，章节1.2，Probability Theory （上）
- Pattern Recognition and Machine Learning 模式识别与机器学习
- 深度学习教程 TensorFlow and Deep Learning Tutorials
- 今天开始学模式识别与机器学习Pattern Recognition and Machine Learning 书，章节1.1，多项式曲线拟合(Polynomial Curve Fitting)
- [机器学习入门] 李宏毅机器学习笔记-22（Transfer Learning part 2；迁移学习 part 2）
- 斯坦福大学公开课 ：机器学习课程（Andrew Ng）——15、无监督学习：Reinforcement Learning and Control
- 今天开始学模式识别与机器学习Pattern Recognition and Machine Learning (PRML)书，章节1.2，Probability Theory （上）
- Theano-Deep Learning Tutorials 笔记：Modeling and generating sequences of polyphonic music with the RNN
- Deep Learning based Recommender System: A Survey and New Perspectives （1）
- Deep Learning based Recommender System: A Survey and New Perspectives （3）
- 今天开始学模式识别与机器学习Pattern Recognition and Machine Learning (PRML)，章节1.2，Probability Theory （下）
- The genealogy relationship of the learning and vision guys（机器学习与视觉大牛族谱深度挖掘）
- A Summary of 'Emotion in Reinforcement Learning Agents and Robots: A Survey'
- Deep Learning based Recommender System:A Survey and New Perspectives
- 【迁移学习】2010-A Survey on Transfer Learning
- 【机器学习-斯坦福】学习笔记21——增强学习（Reinforcement Learning and Control）
- caffe image recognization model and prototxt for transfer learning (fine-tuning)