Learning materials
Talks & Lectures
- MIT Introduction to Deep Learning [go] [video]
- Deep Learning - Geoff Hinton [go]
- Recent Develioment in Deep Learning - Geoff Hinton [go]
- Deep Learning - Yoshua Bengio [#1 #2 slides]
- Representation Learning and Deep Learning - Yoshua Bengio [#1 #2 #3 #4]
- Deep Learning Demystified - Brandon Rohrer [video slides]
- Informatics and Computational Sciences - Yann LeCun [list]
- Deep Learning at Oxford 2015 [list]
- Deep Learning | Udacity [list]
Paper Survey
- Deep learning (2015) - Y. LeCun, Y. Bengio and G. Hinton [pdf]
- Deep learning in neural networks: An overview (2015) -J. Schmidhuber [pdf]
- Representation learning: A review and new perspectives (2013) - Y. Bengio et al. [pdf]
- Most cited and awesome deep learning papers [link]
Websites
- Deep Learning Book [go]
- Neural Networks and Deep Learning [go]
- Deep Learning Tutorials [go]
Other Resources
- A 'Brief' History of Neural Nets and Deep Learning - Andrey Kerunkov [#1 #2 #3 #4]
- Fundamentals of Deep Learning – Starting with Artificial Neural Network [go]
- A Complete Guide on Getting Started with Deep Learning in Python [go]
- 一天搞懂深度學習 - 李宏毅教授 [slideshare 學習心得]
- 解密最接近人腦的智能學習機器——深度學習及並行化實現 [link pdf]
- Netural Network
- Neural Networks for Machine Learning - Geoff Hinton et al., Toronto Universiry [list]
- Machine Learning - Adrew Ng, Stanford University [list]
Programming Tools