model_name,train_mean_rms_error,train_median_rms_error,train_max_rms_error,val_mean_rms_error,val_median_rms_error,val_max_rms_error random_forest,0.23011051198123578,0.1289880713751052,1.3614534820442807,0.2941758399359114,0.1350525270089895,0.8030963210135198 extra_trees,3.6456671909608616e-08,2.9450879227826572e-08,1.1542847206743363e-07,0.30134282357310554,0.1285832699374185,0.989878917287992 gradient_boosting,0.012023494394761644,0.005998110300540536,0.11812203696846045,0.3579803351621235,0.3397381373027084,0.9497835717961135