This is not actually calligraphy (yet). It's just typeface style transfer, which is an probably an important step towards calligraphy.

To be really calligraphy, you would need to train a NN that controls a robotic arm holding a brush.

But to be fair, this work is still Pretty. Fucking. Awesome.