An Introduction to Random Forest with Python and scikit-learn

NOTE: This post assumes basic understanding of decision trees. If you need to refresh how Decision Trees work, I recommend you to first read An Introduction to Decision Trees with Python and scikit-learn. The good thing about Random Forest is that if we understand Decision Trees very well, it should be very easy to understand Random Forest as well. The name Random Forest actually describes pretty well the extra features added. Firstly, we now have something that is random, which I'll explain more in depth.