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Title: GitHub - SlideLucask/transferlearning: Everything about Transfer Learning and Domain Adaptation--迁移学习 · GitHub

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Description: Everything about Transfer Learning and Domain Adaptation--迁移学习 - SlideLucask/transferlearning

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READMEhttps://github.com/SlideLucask/transferlearning
https://github.com/SlideLucask/transferlearning#迁移学习-transfer-learning
https://github.com/SlideLucask/transferlearning#目录-table-of-contents
最新文章 Latesthttps://github.com/SlideLucask/transferlearning#0latest
迁移学习简介 Introduction to transfer learninghttps://github.com/SlideLucask/transferlearning#1%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0%E7%AE%80%E4%BB%8B
研究领域与相关文章 Research articles by areahttps://github.com/SlideLucask/transferlearning#2%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0%E7%A0%94%E7%A9%B6%E9%A2%86%E5%9F%9F%E4%B8%8E%E7%9B%B8%E5%85%B3%E6%96%87%E7%AB%A0
理论与综述文章 Theoretical and survey papershttps://github.com/SlideLucask/transferlearning#3%E7%90%86%E8%AE%BA%E4%B8%8E%E7%BB%BC%E8%BF%B0%E6%96%87%E7%AB%A0
相关代码 Available codeshttps://github.com/SlideLucask/transferlearning#4%E4%BB%A3%E7%A0%81
迁移学习代表性研究学者 Scholarshttps://github.com/SlideLucask/transferlearning#5%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0%E4%BB%A3%E8%A1%A8%E6%80%A7%E7%A0%94%E7%A9%B6%E5%AD%A6%E8%80%85
相关的硕博士论文 Thesishttps://github.com/SlideLucask/transferlearning#6%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0%E7%9B%B8%E5%85%B3%E7%9A%84%E7%A1%95%E5%8D%9A%E5%A3%AB%E8%AE%BA%E6%96%87
常用公开数据集及算法结果 Datasets and benchmarkhttps://github.com/SlideLucask/transferlearning#7%E5%85%AC%E5%BC%80%E6%95%B0%E6%8D%AE%E9%9B%86%E5%8F%8A%E5%AE%9E%E9%AA%8C%E7%BB%93%E6%9E%9C
其他 Miscellaneoushttps://github.com/SlideLucask/transferlearning#%E5%85%B6%E4%BB%96
Contributinghttps://github.com/SlideLucask/transferlearning#contributing
行为识别https://github.com/jindongwang/activityrecognition
机器学习https://github.com/jindongwang/MachineLearning
https://github.com/SlideLucask/transferlearning#0latest
迁移学习文章 Awesome transfer learning papershttps://github.com/jindongwang/transferlearning/tree/master/doc/awesome_paper.md
End-to-End Multi-Task Learning with Attentionhttps://arxiv.org/abs/1803.10704
Domain Adaptive Faster R-CNN for Object Detection in the Wildhttps://arxiv.org/abs/1803.03243
Semi-supervised domain adaptation via convolutional neural networkhttp://ieeexplore.ieee.org/abstract/document/8296801/
Online domain adaptation by exploiting labeled features and pro-active learninghttps://dl.acm.org/citation.cfm?id=3152507
Adversarial domain separation and adaptationhttp://ieeexplore.ieee.org/abstract/document/8168121/
Adaptive Batch Normalization for practical domain adaptationhttp://ieeexplore.ieee.org/abstract/document/8168121/
Layer-wise domain correction for unsupervised domain adaptationhttps://link.springer.com/article/10.1631/FITEE.1700774
Comparing Transfer Learning and Traditional Learning Under Domain Class Imbalancehttp://ieeexplore.ieee.org/abstract/document/8260654/
Transfer Learning for Large Scale Data Using Subspace Alignmenthttp://ieeexplore.ieee.org/abstract/document/8260772
Multi-label Learning Based Deep Transfer Neural Network for Facial Attribute Classificationhttps://www.sciencedirect.com/science/article/pii/S0031320318301080
Incremental Learning-to-Learn with Statistical Guaranteeshttps://arxiv.org/abs/1803.08089
更多...https://github.com/jindongwang/transferlearning/tree/master/doc/awesome_paper.md
https://github.com/SlideLucask/transferlearning#1迁移学习简介
简单的中文简介https://github.com/jindongwang/transferlearning/blob/master/doc/%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0%E7%AE%80%E4%BB%8B.md
英文PPThttp://jd92.wang/assets/files/l03_transferlearning.pdf
中文PPThttp://jd92.wang/assets/files/l08_tl_zh.pdf
PDFhttp://jd92.wang/assets/files/l12_da.pdf
Videohttp://mp.weixin.qq.com/s?__biz=MzI5MDUyMDIxNA==&mid=2247484940&idx=2&sn=35e64e07fde9a96afbb65dbf40a945eb&chksm=ec1febf5db6862e38d5e02ff3278c61b376932a46c5628c7d9cb1769c572bfd31819c13dd468&mpshare=1&scene=1&srcid=1219JpTNZFiNDCHsTUrUxwqy#rd
PPT(三星研究院)http://ise.thss.tsinghua.edu.cn/~mlong/doc/transfer-learning-talk.pdf
PPT(Google China)http://ise.thss.tsinghua.edu.cn/~mlong/doc/deep-transfer-learning-talk.pdf
台湾大学李宏毅的视频讲解(中文视频)https://www.youtube.com/watch?v=qD6iD4TFsdQ
迁移学习中的领域自适应方法(中文)http://mp.weixin.qq.com/s?__biz=MzI5MDUyMDIxNA==&mid=2247484940&idx=2&sn=35e64e07fde9a96afbb65dbf40a945eb&chksm=ec1febf5db6862e38d5e02ff3278c61b376932a46c5628c7d9cb1769c572bfd31819c13dd468&mpshare=1&scene=1&srcid=1219JpTNZFiNDCHsTUrUxwqy#rd
迁移学习领域的著名学者、代表工作及实验室介绍https://github.com/jindongwang/transferlearning/blob/master/doc/scholar_TL.md
负迁移(negative transfer)https://www.zhihu.com/question/66492194/answer/242870418
基于深度学习和迁移学习的识花实践(Tensorflow)https://cosx.org/2017/10/transfer-learning/
基于Pytorch的图像分类https://github.com/miguelgfierro/sciblog_support/blob/master/A_Gentle_Introduction_to_Transfer_Learning/Intro_Transfer_Learning.ipynb
使用Pytorch进行finetunehttps://github.com/Spandan-Madan/Pytorch_fine_tuning_Tutorial
https://github.com/SlideLucask/transferlearning#2迁移学习研究领域与相关文章
领域自适应(非深度) Domain Adaptation (Shallow)https://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper.md#%E9%A2%86%E5%9F%9F%E8%87%AA%E9%80%82%E5%BA%94
Domain adaptationhttps://github.com/jindongwang/transferlearning/blob/master/doc/domain_adaptation.md
在线迁移学习 Online transfer learninghttps://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper.md#%E5%9C%A8%E7%BA%BF%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0
终身迁移学习 Lifelong transfer learninghttps://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper.md#%E7%BB%88%E8%BA%AB%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0
异构迁移学习 Heterogeneous Transfer Learninghttps://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper.md#%E5%BC%82%E6%9E%84%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0
深度迁移学习 Deep Transfer Learninghttps://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper.md#%E6%B7%B1%E5%BA%A6%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0
深度对抗迁移迁移学习 Deep Adversarial transfer learninghttps://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper.md#%E5%AF%B9%E6%8A%97%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0
传递迁移学习 Transitive Transfer Learninghttps://github.com/jindongwang/transferlearning/blob/master/doc/awesome_paper.md#%E4%BC%A0%E9%80%92%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0
迁移学习用于行为识别 Transfer learning for activity recognitionhttps://github.com/jindongwang/activityrecognition/blob/master/notes/%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0%E7%94%A8%E4%BA%8E%E8%A1%8C%E4%B8%BA%E8%AF%86%E5%88%AB.md
paperweeklyhttp://www.paperweekly.site/collections/231/papers
https://github.com/SlideLucask/transferlearning#3理论与综述文章
A survey on transfer learninghttp://ieeexplore.ieee.org/abstract/document/5288526/
Analysis of Representations for Domain Adaptationhttps://dl.acm.org/citation.cfm?id=2976474
A Theory of Learning from Different Domainshttps://link.springer.com/article/10.1007/s10994-009-5152-4
Learning Bounds for Domain Adaptationhttp://papers.nips.cc/paper/3212-learning-bounds-for-domain-adaptation
A Hilbert Space Embedding for Distributionshttps://link.springer.com/chapter/10.1007/978-3-540-75225-7_5
A Kernel Two-Sample Testhttp://www.jmlr.org/papers/v13/gretton12a.html
Optimal kernel choice for large-scale two-sample testshttp://papers.nips.cc/paper/4727-optimal-kernel-choice-for-large-scale-two-sample-tests
Matlabhttps://github.com/lopezpaz/classifier_tests/tree/master/code/unit_test_mmd
Pythonhttps://github.com/jindongwang/transferlearning/tree/master/code/basic/mmd.py
Deep Visual Domain Adaptation: A Surveyhttps://arxiv.org/abs/1802.03601
A survey on multi-task learninghttps://arxiv.org/abs/1707.08114
A survey on heterogeneous transfer learninghttps://link.springer.com/article/10.1186/s40537-017-0089-0
Cross-dataset recognition: a surveyhttps://arxiv.org/abs/1705.04396
A survey of transfer learninghttps://pan.baidu.com/s/1gfgXLXT
迁移学习研究进展https://pan.baidu.com/s/1bpautob
Visual Domain Adaptation: A Survey of Recent Advanceshttps://pan.baidu.com/s/1o8BR7Vc
Transfer Learning for Activity Recognition: A Surveyhttps://pan.baidu.com/s/1kVABOYr
Transfer Learning for Reinforcement Learning Domains: A Surveyhttps://pan.baidu.com/s/1slfr0w1
A Survey of Multi-source Domain Adaptationhttps://pan.baidu.com/s/1eSGREF4
https://github.com/SlideLucask/transferlearning#4代码
这里https://github.com/jindongwang/transferlearning/tree/master/code
HEREhttps://github.com/jindongwang/transferlearning/tree/master/code
https://github.com/SlideLucask/transferlearning#5迁移学习代表性研究学者
这里https://github.com/jindongwang/transferlearning/blob/master/doc/scholar_TL.md
Qiang Yanghttp://www.cs.ust.hk/~qyang/
Google scholarhttps://scholar.google.com/citations?user=1LxWZLQAAAAJ&hl=zh-CN
Sinno Jialin Panhttp://www.ntu.edu.sg/home/sinnopan/
Google scholarhttps://scholar.google.com/citations?user=P6WcnfkAAAAJ&hl=zh-CN
Wenyuan Daihttps://scholar.google.com.sg/citations?user=AGR9pP0AAAAJ&hl=zh-CN
Lixin Duanhttp://www.lxduan.info/
Fuzhen Zhuanghttp://www.intsci.ac.cn/users/zhuangfuzhen/
Google scholarhttps://scholar.google.com/citations?user=klJBYrAAAAAJ&hl=zh-CN&oi=ao
Mingsheng Longhttp://ise.thss.tsinghua.edu.cn/~mlong/
Google scholarhttps://scholar.google.com/citations?view_op=search_authors&mauthors=mingsheng+long&hl=zh-CN&oi=ao
Qingyao Wuhttps://sites.google.com/site/qysite/
Tongliang Liuhttp://ieeexplore.ieee.org/abstract/document/8259375/
https://github.com/SlideLucask/transferlearning#6迁移学习相关的硕博士论文
Correlation Alignment for Domain Adaptationhttp://www.cs.uml.edu/~bsun/papers/baochen_phd_thesis.pdf
Kernel Methods for Unsupervised Domain Adaptationhttps://pan.baidu.com/s/1bpbawv9
迁移学习问题与方法研究http://ise.thss.tsinghua.edu.cn/~mlong/doc/phd-thesis-mingsheng-long.pdf
自适应行为识别中的迁移学习方法研究https://pan.baidu.com/s/1kVqYXnh
Learning based Activity Recognitionhttps://pan.baidu.com/s/1bp2K9HX
Learning with Limited Data in Sensor-based Human Behavior Predictionhttps://pan.baidu.com/s/1o8MbbBk
Feature-based Transfer Learning and Its Applicationshttps://pan.baidu.com/s/1bUqMfW
基于实例和特征的迁移学习算法研究https://pan.baidu.com/s/1i4Vyygd
完整版https://pan.baidu.com/s/1bqXEASn
https://github.com/SlideLucask/transferlearning#7公开数据集及实验结果
这里https://github.com/jindongwang/transferlearning/blob/master/doc/dataset.md
这里https://github.com/jindongwang/transferlearning/blob/master/doc/benchmark.md
HEREhttps://github.com/jindongwang/transferlearning/blob/master/doc/dataset.md
HEREhttps://github.com/jindongwang/transferlearning/blob/master/doc/benchmark.md
https://github.com/SlideLucask/transferlearning#其他
记与迁移学习大牛杨强教授的第二次会面https://zhuanlan.zhihu.com/p/26260083
https://github.com/SlideLucask/transferlearning#contributing
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