Consider going back to Lasso for feature importance

[kwinkunks]

Lasso may be a better indicator of feature importance, as it tries to eliminate features. But the alpha parameter needs to be tuned, eg with https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoCV.html