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{ | |
"model_type": "RandomForestClassifier", | |
"expected_features": [ | |
"age", | |
"sex", | |
"serum_bilirubin", | |
"serum_cholesterol", | |
"albumin", | |
"alkaline_phosphatase", | |
"SGOT", | |
"platelets", | |
"prothrombin_time" | |
], | |
"categorical_features": [ | |
"drug", | |
"sex", | |
"presence_of_ascites", | |
"presence_of_hepatomegaly", | |
"presence_of_spiders", | |
"presence_of_edema" | |
], | |
"model_parameters": { | |
"criterion": "entropy", | |
"max_features": 0.1, | |
"min_samples_split": 8, | |
"min_samples_leaf": 6, | |
"bootstrap": true | |
}, | |
"version": "1.0", | |
"preprocessing": { | |
"numerical": "median imputation and scaling", | |
"categorical": "one-hot encoding", | |
"ordinal": "label encoding" | |
} | |
} | |