Hey! Author here. Hope this tutorial helps some people -- it helped me to write it! True experts may find it overly simplistic in a few places, but my hope is that the potential harm from oversimplification is more than made up for by the benefit of allowing many people to feel more comfortable with their understanding of Transformer models so they can pursue further study & development work. I'd be happy to make edits as per comments that may appear below.