isolation_forest

component_key = 'isolation_forest'

component_icon = 'Dataflow03'

signature = ModelSignature(structures={DataStructure.TABULAR}, modalities={Modality.NUMERIC})

component_name = 'Isolation Forest'

component_default_config = {'contamination': 0.15, 'feature_columns': [], 'n_estimators': 100, 'random_state': 42}

component_config_schema = {'contamination': {'type': 'number'}, 'feature_columns': {'type': 'array'}, 'n_estimators': {'type': 'integer'}, 'random_state': {'type': 'integer'}}

fit(data: Any) -> None

Returns None

predict(data: Any) -> pd.DataFrame

Returns pd.DataFrame

save(path: str) -> None

Returns None

load(path: str) -> IsolationForestModel

Returns IsolationForestModel