| ======================================================================== | |
| MODEL: xgb | |
| Best trial: 192 | |
| Best F1 (val @ best-threshold): 0.7202 | |
| Val AUC: 0.7756 | |
| Val AP: 0.7864 | |
| Best threshold (picked on val): 0.3745 | |
| Model saved to: /vast/projects/pranam/lab/yz927/projects/Classifier_Weight/training_classifiers/solubility/xgb/best_model.json | |
| Best params: | |
| { | |
| "lambda": 1.6459321458161516e-08, | |
| "alpha": 4.878391831208817e-07, | |
| "colsample_bytree": 0.3965151840185689, | |
| "subsample": 0.8490099617278252, | |
| "learning_rate": 0.034021202545138976, | |
| "max_depth": 11, | |
| "min_child_weight": 41, | |
| "gamma": 2.7130822461701403, | |
| "num_boost_round": 757, | |
| "early_stopping_rounds": 71 | |
| } | |
| ======================================================================== |