This article is so helpful, I converted it into a PDF for frequent use. The tables you list e.g,. algorithm abbreviations will save everyone a lot of time. Learning to tweak setup is very important and is covered here very well. I was unable to use evaluate_model(model) on Jupyter Lab and it is explained in this article that this command only works on Jupyter notebooks.

Congratulations for a super-helpful article on a super-helpful Python package.