Neural Networks 3D Visulaization

It is an amazing thing when you are able to visualize the concepts that you didn't understand well, Neural Networks are one of the greatest achievements at this era, the story started in 1958 by Frank Rosenblatt which was an American psychologist who invented or created the first basic model which was Perceptron and he mentioned that “the first machine which is capable of having an original idea” at that time.

In 1958 he wrote "Yet we are about to witness the birth of such a machine – a machine capable of perceiving, recognizing and identifying its surroundings without any human training or control".

Today we are building more complex and sophisticated models using his main idea, computers are able to see using CNN(Convolutional Neural Networks), to write and compose music and poems exploiting RNN(Recurrent Neural Networks), and we will go further cause there are a lot of ideas that we didn't try yet...

A lot of great researchers did a great job enhancing this field by using their elegant minds like: Geoffrey Hinton, Yann LeCun, Yoshua Bengio, Ian Goodfellow, Andrew Ng, etc.)

But We still see NN as a black box, yes it outperforms different algorithms in different fields, but we still lack the full explanation why is this happening?

A marvelous 3D Visualization of how neurons interact between each other...