Interpolation fills in the blanks between known data points in a dataset. The scipy.interpolate() function interpolates a function based on experimental data. The interp1d class can create a linear or cubic interpolation function. By default, a linear interpolation function is constructed, but if the kind parameter is set, a cubic interpolation function is created instead. The interp2d class works the same way, but in 2D.