predict_caLamviec_nhansu/models/model_comparison.csv

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Model,Train_MAE,Train_RMSE,Train_R2,Val_MAE,Val_RMSE,Val_R2
Mean Baseline,3.956762233641091,6.008718072893705,0.0,5.108172961558765,9.743328619259394,0.0
Linear Regression,2.8487431324413386,4.306219455232728,0.48639568660771626,4.93124960105569,10.131361272284664,-0.0820337223062475
Decision Tree,1.4165098388571058,2.927374540160555,0.7626479824388336,3.384117292326248,7.458279107629457,0.41361553592413347
Random Forest,1.5188249096595474,2.651411767397892,0.8052889029203236,3.557118610267275,8.094827409344068,0.3092508183789415
Gradient Boosting,0.5002223075020469,1.163143548193567,0.9625283361855776,3.0356483741790528,7.556467123302565,0.39807443890459426
XGBoost,0.5888747572898865,1.2343001041144357,0.9578033685684204,3.2599263191223145,8.016751870107681,0.3225112557411194
LightGBM,1.527799546634308,2.6791994654613362,0.8011862391495337,3.602681095009421,8.17893904810045,0.29482138206791697