- Stanford c231n (Youtube) ××××××
- Google Deep Learning Course on Udacity
- [Coursera] Neural Networks for Machine Learning — Geoffrey Hinton 2016
- Neural networks class - Université de Sherbrooke
- MIT 6.S094: Introduction to Deep Learning and Self-Driving Car
- Oxford Machine Learning: 2014-2015
- MIT 6.034 Artificial Intelligence, Fall 2010
- NVIDIA Deep Learning Course
- Practical Deep Learning for Coders
- Deep Learning and Neural Networks (John Hopkins Univ)
Deep Learning Resource from DL4J
A collection of NIPS 2016 Tutorials
Good Blogs:
- http://pinouchon.github.io/
- https://adeshpande3.github.io/
- https://yjango.gitbooks.io/superorganism/
- Agustinus Kristiadi's Blog (collection of GAN networks explanation and implementation)
- http://kexue.fm/
David Silver强化学习公开课:
- 强化学习入门
- 马尔可夫决策过程MDP
- 动态规划解决MDP的Planning问题
- Model-Free Learning(解决未知Environment下的Prediction问题)
- Model-Free Control(解决未知Environment下的Control问题)
- 求解近似值函数
- Policy Gradient
- Integrating Learning and Planning(对Environment建立模型)
- 探索与利用
GAN paper collection:
聊天机器人 Chat Bot
gloqo.com (deep learning git code repo collection)