ResearchProject/FESurrogateModelTutorial/reports/results/model_comparison.csv

1	model_name	target_column	rmse	mae	r2	fit_time_s	predict_time_s
2	gpr	tip_uy_m	0.0102275703149458	0.004887524852501009	0.8984149766904297	0.15534250007476658	0.0016494999872520566
3	rsm	tip_uy_m	0.01692421409745107	0.00986868711451997	0.7218354651088679	0.008010599995031953	0.0015782000264152884
4	gradient_boosting	tip_uy_m	0.017503204254034725	0.0056308989929006875	0.7024774700809826	0.4196564999874681	0.0021611000411212444
5	random_forest	tip_uy_m	0.021182094831369028	0.008076487480895672	0.5642648925820651	0.6153512999881059	0.08771130000241101
6	mlp	tip_uy_m	0.02540606802811113	0.011091159933185777	0.3731557450209999	0.114232899970375	0.0020921999821439385