资料

书籍教程

1. Deep Learning by Yoshua Bengio, Ian Goodfellow and Aaron Courville, 2016. （已下载）
2. Neural Networks and Deep Learning by Michael Nielsen, 2015.
3. Deep Learning: Methods and Applications by Microsoft Research, 2014.5. （已下载）
4. Deep Learning Tutorial by LISA lab, University of Montreal, 2015.9. （已下载）
5. UFLDL old 教程 by Andrew Ng, 2013.
6. UFLDL new Tutorial by Andrew Ng
7. Hacker's guide to Neural Networks by Andrej Karpathy （博客未完结，已下载）

视频课程

1. CS224d: Deep Learning for Natural Language Processing by Richard Socher
2. Machine Learning by Andrew Ng in Coursera. 感觉Coursera上的课比录制的现场课容易些
3. Neural Networks for Machine Learning by Geoffrey Hinton in Coursera
4. Neural networks class by Hugo Larochelle from Université de Sherbrooke
5. Deep Learning Course by CILVR lab @ NYU

博客论坛

1. deeplearning.net 最全的深度学习资料网站
2. Best Paper Awards in Computer Science (since 1996)
3. hjimce 持续跟进最新理论，总结得很详细
4. zouxy09 主要是深度学习和机器学习的基础原理
5. pluskid 2013-现今 pluskid 2009-2012 机器学习和深度学习，个别理论很详细
6. tornadomeet 深度学习和机器学习，理论总结得很好，比较全
7. 算法组 论坛 综合论坛，部分帖子质量高