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README.md

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# 多任务学习 Multitask-Learning
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# Multitask-Learning
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多任务学习领域相关资料,包括代表性学者主页、论文、综述、最新文集和开源代码。欢迎分享~
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# Introduction
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## Personal Page
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## Homepage
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* [Massimiliano Pontil - UCL](http://www0.cs.ucl.ac.uk/staff/M.Pontil/pubs.html)
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* [Yu Zhang (张宇) - HKUST](https://www.cse.ust.hk/~yuzhangcse/)
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* [Tong Zhang (张潼)- Tencent AI Lab](http://tongzhang-ml.org/publication.html)
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* [Gjorgji Strezoski](https://staff.fnwi.uva.nl/g.strezoski/)
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* [Machine Learning with Interdependent and Non-identically Distributed Data](https://www.dagstuhl.de/en/program/calendar/semhp/?semnr=15152)
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* [SFU Machine Learning Reading Group](https://www.cs.ubc.ca/~schmidtm/MLRG/)
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* [Multitask Learning / Domain Adaptation](http://www.cs.cornell.edu/~kilian/research/multitasklearning/multitasklearning.html)
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## Package and Toolbox
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* [MALSAR: Multi-task learning via Structural Regularization](http://jiayuzhou.github.io/MALSAR/)
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* [Multi-Task Learning: Theory, Algorithms, and Applications](https://archive.siam.org/meetings/sdm12/multi.php)

docs/mdl.md

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# 多任务深度学习
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* Survey and Overview
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* [An Overview of Multi-Task Learning in Deep Neural Networks](http://ruder.io/multi-task/index.html)
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* Others
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* [Facial Landmark Detection by Deep Multi-task Learning](http://mmlab.ie.cuhk.edu.hk/projects/TCDCN.html)
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* [Multi-task Learning on MNIST Image Datasets](https://openreview.net/forum?id=S1PWi_lC-)
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* [New Research on Multi-Task Learning](https://blog.fastforwardlabs.com/2018/07/24/ff08-launch.html)
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* [An Overview of Multi-Task Learning in Deep Neural Networks](https://arxiv.org/abs/1706.05098)
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* [Multi-Task Learning with Deep Neural Networks](https://medium.com/@kajalgupta/multi-task-learning-with-deep-neural-networks-7544f8b7b4e3)
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* [Multi-Task Learning Objectives for Natural Language Processing](http://ruder.io/multi-task-learning-nlp/)
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* [Multi-Task Learning in Tensorflow](https://jg8610.github.io/Multi-Task/)
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* [Neural Networks Research Group](http://nn.cs.utexas.edu/index.php)
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* [Caiming Xiong - Home Page](http://www.stat.ucla.edu/~caiming/)
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* GitHub
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* [Multi-Task Deep Neural Networks for Natural Language Understanding](https://github.com/namisan/mt-dnn)
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* [An Overview of Multi-Task Learning in Deep Neural Networks](https://arxiv.org/abs/1706.05098)
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* Papers
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* [Cross-connected Networks for Multi-task Learning of Detection and Segmentation](https://arxiv.org/abs/1805.05569)
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* [Learning and Transferring Multi-task Deep Representation for Face Alignment](https://arxiv.org/abs/1408.3967)
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* [Facial Landmark Detection by Deep Multi-task Learning](http://mmlab.ie.cuhk.edu.hk/projects/TCDCN.html)
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* [Multi-task Learning of Facial Landmarks and Expression](https://ieeexplore.ieee.org/document/6816830)
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* [One Model To Learn Them All](https://arxiv.org/abs/1706.05137)
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* [Auxiliary Tasks in Multi-task Learning](https://arxiv.org/abs/1805.06334)
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* [End-to-End Multi-Task Learning with Attention](https://arxiv.org/abs/1803.10704)
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* Tutorials
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* [Multi-task Learning on MNIST Image Datasets](https://openreview.net/forum?id=S1PWi_lC-)
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* [New Research on Multi-Task Learning](https://blog.fastforwardlabs.com/2018/07/24/ff08-launch.html)
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* [Multi-Task Learning with Deep Neural Networks](https://medium.com/@kajalgupta/multi-task-learning-with-deep-neural-networks-7544f8b7b4e3)
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* [Multi-Task Learning Objectives for Natural Language Processing](http://ruder.io/multi-task-learning-nlp/)
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* [Multi-Task Learning in Tensorflow](https://jg8610.github.io/Multi-Task/)
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* [Multi-Task Deep Neural Networks for Natural Language Understanding](https://github.com/namisan/mt-dnn)
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* Homepage
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* [Neural Networks Research Group](http://nn.cs.utexas.edu/index.php)
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* [Caiming Xiong - Home Page](http://www.stat.ucla.edu/~caiming/)

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