I'm totally in agreement with you here. The issue is that many of the people writing these posts are in the process of learning themselves and don't know what they don't know (Dunning-Kruger effect) and because they skip over a lot of the theoretical details it is very easy to have missteps. Having a decent theoretical basis is absolutely necessary to be anything beyond a hobbyist in ML.