The supervised machine learning model uses one of the regression algorithms if the target variable is a continuous variable. In this case, the machine learning model is called a regressor.

In this section, we will present various algorithms that can be used to train a supervised machine learning regression model—or simply, regressors. Before we go into the details of the algorithms, let's first create a challenge for these algorithms to test their performance, abilities, and effectiveness on.