| ======================================================================== | |
| MODEL: xgb | |
| Best trial: 173 | |
| Best F1 (val @ best-threshold): 0.7334 | |
| Val AUC: 0.9369 | |
| Val AP: 0.7454 | |
| Best threshold (picked on val): 0.3802 | |
| Model saved to: /vast/projects/pranam/lab/yz927/projects/Classifier_Weight/training_classifiers/nf/xgb_wt/best_model.json | |
| Best params: | |
| { | |
| "lambda": 1.066966446975405e-06, | |
| "alpha": 0.001029146658309945, | |
| "colsample_bytree": 0.6731752992199499, | |
| "subsample": 0.9108302199853356, | |
| "learning_rate": 0.003652439300609522, | |
| "max_depth": 15, | |
| "min_child_weight": 31, | |
| "gamma": 3.195284861999723, | |
| "num_boost_round": 1472, | |
| "early_stopping_rounds": 165 | |
| } | |
| ======================================================================== |