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"task": "message",
"created_at": "20260923T175009Z",
"python": "3.12.13",
"platform": "Linux-7.2.6-1-cachyos-x86_64-with-glibc2.44",
"config": {
"seed": 42,
"output_dir": "ml/artifacts",
"data": {
"url_dataset": "PhiUSIIL_Phishing_URL_Dataset.csv",
"phishtank_dataset": "verified_online.csv",
"benign_domains": "top-1m.csv",
"message_dataset": "Dataset_5971.csv",
"sms_collection": "SMSSpamCollection",
"transaction_n_sample": 1000000,
"transaction_cache": "ml/.txn-cache"
},
"split": {
"train": 0.7,
"validation": 0.15,
"test": 0.15
},
"model": {
"n_estimators": 300,
"max_depth": 5,
"learning_rate": 0.04,
"min_child_weight": 3,
"subsample": 0.85,
"colsample_bytree": 0.85,
"reg_alpha": 0.2,
"reg_lambda": 2.0,
"tree_method": "hist"
},
"transaction_model": {
"n_estimators": 200,
"max_depth": 6,
"learning_rate": 0.1,
"min_child_weight": 3,
"subsample": 0.9,
"colsample_bytree": 0.9,
"reg_alpha": 0.2,
"reg_lambda": 2.0,
"tree_method": "hist"
}
}
} |