深度学习 学习资料

深度学习，是当前热门的机器学习领域。 最近开始想系统学习一下， 整理了一些网上学习资料， 也供有共同兴趣的朋友参考。如果有好的推荐，也欢迎给我留言。

学习网站

1. Deep Learning 101

    http://markus.com/deep-learning-101/?utm_campaign=Manong_Weekly_Issue_11&utm_medium=EDM&utm_source=Manong_Weekly

2. Deep Learning

   http://deeplearning.net/

    Tutorials: http://deeplearning.net/tutorial/

学习课程

1. Andrew Ng机器学习

     http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=MachineLearning

     http://www.youku.com/show_page/id_z0b669a30ab1b11e296ac.html

     http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=DeepLearning

2. Andrew Ng 无监督特征学习和深度学习

     CS294A Deep Learning and Unsupervised Feature Learning http://www.stanford.edu/class/cs294a/

     原文 http://deeplearning.stanford.edu/wiki/index.php/UFLDL_Tutorial

     翻译 http://deeplearning.stanford.edu/wiki/index.php/UFLDL%E6%95%99%E7%A8%8B

3. 复旦大学吴立德老师《深度学习教程》

     http://www.youku.com/playlist_show/id_21508721.html

4. 机器学习 - 龙星计划

     http://www.youku.com/playlist_show/id_18265477.html

技术讲座/指南教程/综述

1. Deep Learning Tutorial - Yann LeCun

     http://vdisk.weibo.com/s/Hw5s0

2. Deep learning of representations, AAAI 2013 - Bengio

     http://www.iro.umontreal.ca/~bengioy/talks/aaai2013-tutorial.pdf

3. Deep Learning - Russ Salakhutdinov

     http://www.cs.toronto.edu/~rsalakhu/ISBI1_pdf_version.pdf

     http://www.cs.toronto.edu/~rsalakhu/ISBI2_pdf_version.pdf

4. Recent development in deep learning - G. Hitton

     http://www.tudou.com/programs/view/Yg9UC1hSTJs/

5. A Tutorial on Deep Learning - G. Hitton

     Slides http://videolectures.net/site/normal_dl/tag=52790/jul09_hinton_deeplearn.pdf

     Video http://videolectures.net/jul09_hinton_deeplearn/

6. Tutorials on Neural Network - G. Hitton

     http://www.cs.toronto.edu/~hinton/nntut.html

7. A Tutorial on Deep Learning - Kai YU

     http://vipl.ict.ac.cn/News/academic-report-tutorial-deep-learning-dr-kai-yu

     Slides link: http://pan.baidu.com/share/link?shareid=136269&uk=2267174042

     Video link:  1. VIPL下载Link  KaiYu_report.mp4 (519.2 MB)

8. Learning Deep Architecture for AI - Yoshua Bengio

     http://www.iro.umontreal.ca/~bengioy/papers/ftml_book.pdf

9. Representation Learning: A Review and New Perspectives - Yoshua Bengio

     http://arxiv.org/pdf/1206.5538v2

应用领域

1. NLP

     Deap Learning in NLP

          http://nlp.stanford.edu/projects/DeepLearningInNaturalLanguageProcessing.shtml

     Deep Learning for Natural Language Processing, NIPS 2009 - Ronan Collobert

           http://videolectures.net/nips09_collobert_weston_dlnl/

           http://ronan.collobert.com/pub/matos/2009_tutorial_nips.pdf

           Implementation in C:  Senna

     Deep Learning for NLP (without Magic), ACL 2012 + NAACL 2013 - Richard Socher, Yoshua Bengio and Chris Manning 

           http://www.socher.org/index.php/DeepLearningTutorial/DeepLearningTutorial

          PDF: http://nlp.stanford.edu/~socherr/SocherBengioManning-DeepLearning-ACL2012-20120707-NoMargin.pdf

2. Audio

     Deep Neural Networks for Acoustic Modeling in Speech Recognition -  Geoffrey Hinton, Li Deng, Dong Yu, etc