An Attempt at Demystifying Graph Deep Learning - Essays on Data Science

There are a ton of great explainers of what graph neural networks are. However, I find that a lot of them go pretty deep into the math pretty quickly. Yet, we still are faced with that age-old problem: where are all the pics?? As such, just as I had attempted with Bayesian deep learning, I'd like to try to demystify graph deep learning as well, using every tool I have at my disposal to minimize the number of equations and maximize intuition using pictures. Here's my attempt, I hope you find it useful!