Parametric modeling involves using mathematical parameters or functions to define the relationships between data points. It assumes a specific functional form for the data distribution or relationship. Non-parametric modeling does not assume a specific functional form for the data distribution or relationship. It allows for more flexibility in capturing complex patterns and does not rely on predefined assumptions.