4 advanced Machine Learning techniques

What are the typical ways to improve a Machine Learning model? Performing selection to remove redundant features. Yes, all of this may work, but there are many other approaches to improve the score. Maybe some of them are a little bit less known, and some are not applicable in all cases, but when applied at the right time they can bring significant improvement. Let's go through some of them.