Are there some tools like this but for deep/machine learning internals/theorys/math study/research rather then practical deep learning ?
The lobes in the UI are all essentially functions that you double click into to see the graph they use, all the way down to the theory/math.
If you want more comprehensive ways to learn the theory, I highly recommend Stanford's 231n course (http://cs231n.stanford.edu/) and the Goodfellow/Bengio/Courville Deep Learning book (https://www.amazon.com/Deep-Learning-Adaptive-Computation-Ma...)