Automatic Feature Selection -- Applied Machine Learning in Python

There's a couple of reasons why you might want to feature selection. One is to avoid overfitting and get a better model. In practice, I have rarely seen that happen. It's not usually what I would try to do to increase performance. If I'm only interested in performance I probably would not try to do automatic feature selection unless I think only a very small subset of my feature is actually important.