Model,Train_R2,Train_MAE,Train_RMSE,Val_R2,Val_MAE,Val_RMSE Decision Tree,0.7409683883839024,2.0122070931759515,3.6656706322935677,0.3338628951823436,2.552472303681981,4.257919838268628 Random Forest,0.7338910880089801,2.083618467797101,3.7154101741974097,0.25211278591011277,2.8388399112088627,4.5116325639175505 Gradient Boosting,0.8736624534770011,1.0784509022390272,2.5600195134408104,0.19174209143191168,2.7643539279231666,4.690192304020972 XGBoost,0.8657979965209961,1.2728514671325684,2.6384963987382632,0.1542147397994995,2.7487714290618896,4.797839735603935 LightGBM,0.6969634353255707,2.180260561406943,3.96483002350704,0.0008987806527034348,3.2100776940439464,5.214592946365383 Baseline,0.0,4.48356700710001,7.202397002051521,0.0,3.713249246567698,5.27320508287812 Linear Regression,0.610783151514886,2.897917761538457,4.493377147911575,-0.4160644772969122,4.348784479328865,6.2080782527107505