- 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/
- cleverhans-blog (security and privacy in machine learning)
David Silver強化學習公開課:
- 強化學習入門
- 馬爾可夫決策過程MDP
- 動態規劃解決MDP的Planning問題
- Model-Free Learning(解決未知Environment下的Prediction問題)
- Model-Free Control(解決未知Environment下的Control問題)
- 求解近似值函數
- Policy Gradient
- Integrating Learning and Planning(對Environment建立模型)
- 探索與利用
GAN paper collection:
聊天機器人 Chat Bot
gloqo.com (deep learning git code repo collection)