tourism-model / experiments.json
Supreeth15's picture
Upload experiments.json with huggingface_hub
4285e07 verified
{
"DecisionTree": {
"params": {
"max_depth": 10,
"min_samples_split": 5
},
"metrics": {
"accuracy": 0.87409200968523,
"precision": 0.7391304347826086,
"recall": 0.5345911949685535,
"f1": 0.6204379562043796,
"roc_auc": 0.8287978652183342
},
"time": 3.28193998336792
},
"Bagging": {
"params": {
"max_samples": 1.0,
"n_estimators": 100
},
"metrics": {
"accuracy": 0.9164648910411622,
"precision": 0.9166666666666666,
"recall": 0.6226415094339622,
"f1": 0.7415730337078652,
"roc_auc": 0.9570969232364949
},
"time": 14.474764823913574
},
"RandomForest": {
"params": {
"max_depth": 20,
"n_estimators": 200
},
"metrics": {
"accuracy": 0.8801452784503632,
"precision": 0.8488372093023255,
"recall": 0.4591194968553459,
"f1": 0.5959183673469388,
"roc_auc": 0.9396716735971636
},
"time": 7.171702861785889
},
"AdaBoost": {
"params": {
"learning_rate": 1.0,
"n_estimators": 100
},
"metrics": {
"accuracy": 0.851089588377724,
"precision": 0.8461538461538461,
"recall": 0.27672955974842767,
"f1": 0.41706161137440756,
"roc_auc": 0.8426400007543398
},
"time": 4.963773488998413
},
"GradientBoosting": {
"params": {
"learning_rate": 0.1,
"n_estimators": 200
},
"metrics": {
"accuracy": 0.8910411622276029,
"precision": 0.8709677419354839,
"recall": 0.5094339622641509,
"f1": 0.6428571428571429,
"roc_auc": 0.9011343384911318
},
"time": 15.61880111694336
},
"XGBoost": {
"params": {
"learning_rate": 0.1,
"n_estimators": 200
},
"metrics": {
"accuracy": 0.9188861985472155,
"precision": 0.8833333333333333,
"recall": 0.6666666666666666,
"f1": 0.7598566308243727,
"roc_auc": 0.9512130727089285
},
"time": 2.7084546089172363
}
}