Remember error (in shared image) related to ‘categorical variables’ ? We used train_cats in lecture 2 to convert strings to pandas categories.
This CatBoost can also handle categorical variables directly and gives great results. I haven’t studied the underlying algorithm yet. But looks worth exploring.