Basic idea of regularization

The purpose of regularization ： Prevent over fitting , Make the fitted curve as smooth as possible （smooth）
The method of realizing regularization ： stay Loss Function Add after wi The sum of squares of is the regular term .
reason ： Input xi Weight when changing wi The smaller the output, the smaller the impact .