Machine Learning, Data Science, Supervised Learning, Editors Pick, Getting Started.
distinct observations, it can’t capture the true patterns in it. Bias of a simplistic (left) vs a complex model (right). [Image by author] When it comes to tree-based algorithms Random Forests was revolutionary, because it used Bagging to reduce the overall variance of the model with an ensemble of