MultiTaskTox / checkpoints /stage1_params.json
Maximilian Schuh
Added new files and updated learning
759324e
{
"NR-AhR": {
"objective": "binary",
"metric": "auc",
"verbosity": -1,
"learning_rate": 0.04596965586436891,
"num_leaves": 26,
"max_depth": 11,
"min_child_samples": 14,
"feature_fraction": 0.9910514912963474,
"bagging_fraction": 0.5143055600954589,
"bagging_freq": 10,
"reg_alpha": 1.514871105815587e-07,
"reg_lambda": 1.0837426184192575e-05,
"n_estimators": 500,
"boosting_type": "gbdt",
"n_jobs": -1,
"random_state": 42,
"best_iteration": 321,
"val_auc": 0.8789764868603043
},
"NR-AR": {
"objective": "binary",
"metric": "auc",
"verbosity": -1,
"learning_rate": 0.17083936308641903,
"num_leaves": 80,
"max_depth": 3,
"min_child_samples": 91,
"feature_fraction": 0.9278238464266182,
"bagging_fraction": 0.6395695127332895,
"bagging_freq": 7,
"reg_alpha": 5.1826386659948485,
"reg_lambda": 0.1806421496400551,
"n_estimators": 500,
"boosting_type": "gbdt",
"n_jobs": -1,
"random_state": 42,
"best_iteration": 1,
"val_auc": 0.8547453703703702
},
"NR-AR-LBD": {
"objective": "binary",
"metric": "auc",
"verbosity": -1,
"learning_rate": 0.1992149524787967,
"num_leaves": 180,
"max_depth": 12,
"min_child_samples": 49,
"feature_fraction": 0.5650870342995183,
"bagging_fraction": 0.5114405817018007,
"bagging_freq": 2,
"reg_alpha": 0.00012622761264931666,
"reg_lambda": 1.2770493065015112e-08,
"n_estimators": 500,
"boosting_type": "gbdt",
"n_jobs": -1,
"random_state": 42,
"best_iteration": 210,
"val_auc": 0.9717741935483871
},
"NR-Aromatase": {
"objective": "binary",
"metric": "auc",
"verbosity": -1,
"learning_rate": 0.07977276592360394,
"num_leaves": 225,
"max_depth": 10,
"min_child_samples": 10,
"feature_fraction": 0.9900155440745377,
"bagging_fraction": 0.8119652252471269,
"bagging_freq": 2,
"reg_alpha": 2.594339538659424e-06,
"reg_lambda": 5.04193406028159e-07,
"n_estimators": 1000,
"boosting_type": "gbdt",
"n_jobs": -1,
"random_state": 42,
"best_iteration": 62,
"val_auc": 0.8483560090702948
},
"NR-ER": {
"objective": "binary",
"metric": "auc",
"verbosity": -1,
"learning_rate": 0.011154410439266932,
"num_leaves": 193,
"max_depth": 0,
"min_child_samples": 13,
"feature_fraction": 0.976937312627059,
"bagging_fraction": 0.8101945461275061,
"bagging_freq": 10,
"reg_alpha": 3.712452767192828e-05,
"reg_lambda": 2.4101531861104065e-07,
"n_estimators": 500,
"boosting_type": "gbdt",
"n_jobs": -1,
"random_state": 42,
"best_iteration": 4,
"val_auc": 0.7974683544303797
},
"NR-ER-LBD": {
"objective": "binary",
"metric": "auc",
"verbosity": -1,
"learning_rate": 0.002057546388429118,
"num_leaves": 46,
"max_depth": 7,
"min_child_samples": 183,
"feature_fraction": 0.9180640687080166,
"bagging_fraction": 0.5266816009973788,
"bagging_freq": 2,
"reg_alpha": 0.4206611876821779,
"reg_lambda": 0.024870165101451694,
"n_estimators": 500,
"boosting_type": "gbdt",
"n_jobs": -1,
"random_state": 42,
"best_iteration": 18,
"val_auc": 0.8347826086956521
},
"NR-PPAR-gamma": {
"objective": "binary",
"metric": "auc",
"verbosity": -1,
"learning_rate": 0.05900664732601199,
"num_leaves": 235,
"max_depth": 10,
"min_child_samples": 73,
"feature_fraction": 0.9286215997058814,
"bagging_fraction": 0.6099533117515117,
"bagging_freq": 8,
"reg_alpha": 0.0002410679912248092,
"reg_lambda": 2.2374585644452814e-05,
"n_estimators": 50,
"boosting_type": "gbdt",
"n_jobs": -1,
"random_state": 42,
"best_iteration": 16,
"val_auc": 0.8077025232403718
},
"SR-ARE": {
"objective": "binary",
"metric": "auc",
"verbosity": -1,
"learning_rate": 0.11683900433079997,
"num_leaves": 25,
"max_depth": 6,
"min_child_samples": 121,
"feature_fraction": 0.9155819290034379,
"bagging_fraction": 0.6064835300540737,
"bagging_freq": 6,
"reg_alpha": 0.031558826962596216,
"reg_lambda": 0.49750603290125384,
"n_estimators": 1000,
"boosting_type": "gbdt",
"n_jobs": -1,
"random_state": 42,
"best_iteration": 313,
"val_auc": 0.8194921070693205
},
"SR-ATAD5": {
"objective": "binary",
"metric": "auc",
"verbosity": -1,
"learning_rate": 0.1398668165886807,
"num_leaves": 71,
"max_depth": 12,
"min_child_samples": 96,
"feature_fraction": 0.86899957688569,
"bagging_fraction": 0.7807007020967096,
"bagging_freq": 10,
"reg_alpha": 1.010171177179027e-08,
"reg_lambda": 2.3747514557444565e-07,
"n_estimators": 500,
"boosting_type": "gbdt",
"n_jobs": -1,
"random_state": 42,
"best_iteration": 126,
"val_auc": 0.8749593495934959
},
"SR-HSE": {
"objective": "binary",
"metric": "auc",
"verbosity": -1,
"learning_rate": 0.15091207817136804,
"num_leaves": 246,
"max_depth": 0,
"min_child_samples": 19,
"feature_fraction": 0.7867053613239711,
"bagging_fraction": 0.7013484568271124,
"bagging_freq": 9,
"reg_alpha": 0.0006360962863973946,
"reg_lambda": 6.440534124809522e-05,
"n_estimators": 500,
"boosting_type": "gbdt",
"n_jobs": -1,
"random_state": 42,
"best_iteration": 14,
"val_auc": 0.92421875
},
"SR-MMP": {
"objective": "binary",
"metric": "auc",
"verbosity": -1,
"learning_rate": 0.19884775296113416,
"num_leaves": 18,
"max_depth": 11,
"min_child_samples": 88,
"feature_fraction": 0.9550517881195121,
"bagging_fraction": 0.7860517484953123,
"bagging_freq": 1,
"reg_alpha": 0.030296963787402084,
"reg_lambda": 0.8044239737357854,
"n_estimators": 1000,
"boosting_type": "gbdt",
"n_jobs": -1,
"random_state": 42,
"best_iteration": 284,
"val_auc": 0.9280613594287226
},
"SR-p53": {
"objective": "binary",
"metric": "auc",
"verbosity": -1,
"learning_rate": 0.1655358096626077,
"num_leaves": 85,
"max_depth": 0,
"min_child_samples": 87,
"feature_fraction": 0.8995086723685061,
"bagging_fraction": 0.9621288945710826,
"bagging_freq": 6,
"reg_alpha": 0.001186616750567751,
"reg_lambda": 0.00030749373152708483,
"n_estimators": 1000,
"boosting_type": "gbdt",
"n_jobs": -1,
"random_state": 42,
"best_iteration": 132,
"val_auc": 0.8038690476190476
}
}