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