results.md

Results

Linear Regression:

Avg Train Score: 0.644981178718188 Avg Test Score: 0.5717882605924812 Standard Deviation CV Train Score: 0.013183128940558094 Standard Deviation CV Test Score: 0.07002381599795696

Ridge Regression

No Hyperparam Tuning

Avg Train Score: 0.6251584402343848 Avg Test Score: 0.5620623537393563 Standard Deviation CV Train Score: 0.013522049056034532 Standard Deviation CV Test Score: 0.0645711437373577

Hyperparam Tuning

Avg Train Score: 0.6535736578358892 Avg Test Score: 0.5806035794475914 Standard Deviation CV Train Score: 0.01350611662446059 Standard Deviation CV Test Score: 0.06536988713394644

Lasso Regression

No Hyperparam Tuning

Avg Train Score: 0.5373898728580219 Avg Test Score: 0.5027220726376507 Standard Deviation CV Train Score: 0.011890702289973668 Standard Deviation CV Test Score: 0.052634761113487354

Hyperparam Tuning

Avg Train Score: 0.6286373666235707 Avg Test Score: 0.5649401632614832 Standard Deviation CV Train Score: 0.013441909136011532 Standard Deviation CV Test Score: 0.06467763346551925

TabNet

Avg Train Score: 0.9241606085710743 Avg Test Score: 0.8285530188444803 Standard Deviation CV Train Score: 0.047241027412387546 Standard Deviation CV Test Score: 0.032062470155568325

Final Model Evaluations (on hold-out test set):

LinearRegression

R-Squared Score on Train Set: 0.6401262900682146 R-Squared Score on Test Set: 0.541278673846841

Ridge (hyperparam tuned)

R-Squared Score on Train Set: 0.6234568630355652 R-Squared Score on Test Set: 0.5377208873470635

TabNet

R-Squared Score on Train Set: 0.910624771154967 R-Squared Score on Test Set: 0.765996861278735