Find that the best way to learn something is to play with it. So to gain an intuition on how random forests work, let’s build one by hand in Python, starting with a decision tree and expanding to the full forest. We’ll see first-hand how flexible and interpretable this algorithm is for both classification and regression. And while this project may sound complicated, there are really only a few steps.