Udemy – Decision Trees, Random Forests & Gradient Boosting in R


The algorithm behind recursive partitioning decision trees,Construct conditional inference decision trees with R`s ctree function,Construct recursive partitioning decision trees with R`s rpart function,Learn to estimate Gini´s impurity,Construct ROC and estimate AUC,Random Forests with R´s randomForest package,Gradient Boosting with R´s XGBoost package,Gradient Boosting parameter tuning,Deal with missing data