,Model,RMSE 4,Linear Regression,0.15743280160704232 5,Support Vector Regression,0.1605026970833838 6,Random Forest Regression,0.16108589492019743 3,Ridge Regression,0.16446409102388426 2,Lasso Regression,0.18395772461205437 1,Gradient Boosting Trees Regression,0.2034569655843366 0,k-Nearest-Neighbors Regression,0.20361850069961837 7,MLP Regression,0.5404237792004363