A scatter plot is a graphical representation used in AI infrastructure to visualize the relationship between two continuous variables. Each point corresponds to a data observation, with its position determined by the variable values on the X and Y axes. It helps identify patterns, correlations, clusters, and outliers, aiding in data analysis, hypothesis testing, and feature selection for machine learning models.