ml' popularity use cases of ml summary upervised learning for regression analysis technical toolkit required regression analysis and use cases what is linear regression assumptions of linear regression measuring the efficacy of regression problem example creating simple linear regression example simple linear regression for housing dataset example multiple linear regression for housing dataset nonlinear regression analysis identifying nonlinear relationship assumptions for nonlinear regression challenges with regression model tree-based methods for regression case studypetrol consumption using decision tree ensemble methods for regression case studypetrol consumption using random forest feature selection using tree-based methods summary upervised learning for classification problems technical toolkit required hypothesis testing and -value classification algorithms logistic regression for classification vi