Polynomial Regression

Polynomial regression is an extension of linear regression that can capture curved patterns. By adding squared, cubic, or higher-order terms of the input variables, nonlinear relationships can be represented within a linear modeling framework. Despite its simplicity, it can be a powerful intermediate solution for certain problems. However, as polynomial degree increases, the risks of overfitting and numerical instability also rise.