深度学习(Deep Learning) 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 Learningand 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
Slideshttp://videolectures.net/site/normal_dl/tag=52790/jul09_hinton_deeplearn.pdf
Videohttp://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 video/mp4 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 forNatural Language Processing, NIPS 2009 - Ronan Collobert
http://videolectures.net/nips09_collobert_weston_dlnl/
http://ronan.collobert.com/pub/matos/2009_tutorial_nips.pdf
Implementationin C: Senna
Deep Learning for NLP(without Magic), ACL 2012 + NAACL 2013 - Richard Socher, Yoshua Bengio andChris 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 Networksfor Acoustic Modeling in Speech Recognition - Geoffrey Hinton, Li Deng, Dong Yu, etc
来源：微信公众号--数据挖掘菜鸟