house-prices-tabular-models / evaluation_summary.csv
t22000t's picture
v3: add SHAP + Captum IG interpretability artefacts
df1ec6d verified
Raw
History Blame
788 Bytes
model,gini_train,gini_test,mae,rmse,cv_rmse,ae_ratio,gamma_deviance,n_params,training_time
xgboost,0.2212,0.2049,17203.89,29715.99,0.1582,0.9985,-4.691965,462,0.4
stacked_ensemble,0.2212,0.2049,17203.89,29715.99,0.1582,0.9985,-4.691965,9,0.0
catboost,0.2172,0.1996,29223.45,42466.58,0.2261,1.1608,-14.947891,499,2.7
localglmnet,0.206,0.1991,23419.59,41406.01,0.2204,0.9881,-7.820823,22620,6.3
drn,0.2021,0.1962,27927.62,50086.19,0.2667,0.9813,-10.697358,53010,6.6
cann,0.2024,0.1941,24906.06,40934.79,0.2179,1.0241,-9.638755,52815,6.5
cann_gbm,0.215,0.194,32932.26,48574.52,0.2586,1.193,-20.046771,52815,5.8
ft_transformer,0.0593,0.0368,187771.09,203270.26,1.0822,3337.2602,-2023550.196912,483267,340.8
tabm,0.0649,0.0331,187802.11,203298.92,1.0824,7436.7159,-4515436.929884,410364,176.6