Debugging Neural Network could be quite an adventure.
These blog posts have lots of useful info on the topic, check it out:
https://blog.slavv.com/37-reasons-why-your-neural-network-is-not-working-4020854bd607
https://pcc.cs.byu.edu/2017/10/02/practical-advice-for-building-deep-neural-networks/
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