Model,R2_train,R2_test,RMSE_test,MAE_test OLS,0.4741177154267531,0.5093654009877304,0.2242232339592205,0.17265875039921771 LASSO,0.47400794165005944,0.5099410720642269,0.22409165261983835,0.17251231878346804 Elastic Net,0.4739978180099471,0.5099126726551279,0.22409814569440273,0.17251299831932632 Random Forest,0.9092409107926911,0.7079038624040863,0.1730073021177198,0.12841586215699632 Gradient Boosting,0.8761672438495761,0.6934733510541368,0.17722935025730183,0.13190366914337534