Polynomial regression works by using a logarithmic scales that turns any non-linear relationship into a straight line.

Polynomial regression attempts to find a linear transformation that turns the non-linear function into linear functions.

Non-linear functions can be expressed as an infinite sum of terms of polynomials of using the Taylor series around a local point. As such, the non-linear function can be approximated locally using polynomials of .