Seeking advice to improve mathematics behind deep learning (intermediate practitioner)

Original article was published by /u/glumlypy on Deep Learning

Basically, I can read the paper, and understand what is being done and implement it via code.But the issue is, it is hard to innovate. Like, how do people define an objective function for any specific problem.

Can you recommend me anything solid to build up an intuition behind it? (and any link to help me understand the math better)

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