ChapterWhat’snew1.Introduction2.OverviewofSupervisedLearning3.LinearMethodsforRegressionLARalgorithmandgeneralizationsofthelasso4.LinearMethodsforClassificationLassopathforlogisticregression5.BasisExpansionsandRegulariza-tionAdditionalillustrationsofRKHS6.KernelSmoothingMethods7.ModelAs