Overfitting - What is Underfitting and overfitting?

When our machine learning model fails to grasp the fundamental pattern in the data, we say that it has underfitted. If you want to prevent your model from overfitting, you may stop feeding it training data early on. Otherwise, it won't learn nearly as much.