In this tutorial I've covered the main ideas of the use of regressions splines and compared them.
The tutrial is made usuing Wage dataset. I've built polynomial regression, GLM using step function, GLM using B-spline, Natural spline and the last model was GAM. The last ANOVA test for GAM I've conducted in R, but also include implmentaion for python.