Scatter Plot

In the context of machine learning, scatter plots are used to check the relationship between two numeric variables before choosing a model. If the dots form a linear pattern, the corresponding linear relationships are modeled by linear regression, whereas the curved pattern demands another model. A point that spreads without a pattern indicates a weak or nonexistent relationship. So scatter is a mandatory exploration step before training a regression model.