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TabularFeaturizationSettings Class

Featurization settings for an AutoML Job.

Constructor

TabularFeaturizationSettings(*, blocked_transformers: List[BlockedTransformers | str] | None = None, column_name_and_types: Dict[str, str] | None = None, dataset_language: str | None = None, transformer_params: Dict[str, List[ColumnTransformer]] | None = None, mode: str | None = None, enable_dnn_featurization: bool | None = None)

Parameters

Name Description
blocked_transformers
Required
List[Union[BlockedTransformers, str]]

A list of transformers to ignore when featurizing.
column_name_and_types
Required
Dict[str, str]

A dictionary of column names and feature types used to update column purpose.
dataset_language
Required
str

The language of the dataset.
transformer_params
Required
Dict[str, List[ColumnTransformer]]

A dictionary of transformers and their parameters.
mode
Required
str

The mode of the featurization.
enable_dnn_featurization
Required
bool

Whether to enable DNN featurization.

Keyword-Only Parameters

Name Description
blocked_transformers
Default value: None
column_name_and_types
Default value: None
dataset_language
Default value: None
transformer_params
Default value: None
mode
Default value: None
enable_dnn_featurization
Default value: None

Variables

Name Description
type
str

Specifies the type of FeaturizationSettings. Set automatically to "Tabular" for this class.

Attributes

blocked_transformers

A list of transformers to ignore when featurizing.

transformer_params

A dictionary of transformers and their parameters.