Seems like a linear model would work equally as well, without all the deep learning bits.
In my mind it stands in contrast to the SMART stats hard drive failure model post from a few days ago - that was an inappropriate approach AND the person was putting forward as actually being a valid analysis workflow & conclusion.
This post is obviously just for giggles, and it’s very good.