Pseduo-Science for Deep Learning

This Repo contains articles and posts about successfully training and debugging deep neural nets.

1. http://josh-tobin.com/troubleshooting-deep-neural-networks
2. https://stanford.edu/~shervine/teaching/cs-230/cheatsheet-deep-learning-tips-and-tricks
3. https://arxiv.org/abs/1611.03777
4. http://nmarkou.blogspot.com/2017/02/the-black-magic-of-deep-learning-tips.html
5. https://github.com/Conchylicultor/Deep-Learning-Tricks
6. https://www.mathworks.com/help/deeplearning/ug/deep-learning-tips-and-tricks.html
7. https://towardsdatascience.com/checklist-for-debugging-neural-networks-d8b2a9434f21
8. https://blog.slavv.com/37-reasons-why-your-neural-network-is-not-working-4020854bd607
9. https://www.youtube.com/watch?v=dqyfTzK-MFM&t=2827s (Debugging Neural Nets (for NLP)
10. http://lamda.nju.edu.cn/weixs/project/CNNTricks/CNNTricks.html
11. https://handong1587.github.io/deep_learning/2015/10/09/dl-tricks.html
12. https://medium.com/machine-learning-world/how-to-debug-neural-networks-manual-dc2a200f10f2

Bonus - https://danieltakeshi.github.io/2017/05/06/mathematical-tricks-commonly-used-in-machine-learning-and-statistics