Decision Boundary - What does a decision boundary do?

A decision boundary is a surface or line that divides up data space into distinct areas. It is useful for assigning a new data point to a certain category. To train a classifier to learn and forecast new data, artificial intelligence researchers use decision boundaries to partition training data into classes.