LGBSimpleFeatures
- class lightautoml.pipelines.features.lgb_pipeline.LGBSimpleFeatures(**kwargs)[source]
Bases:
lightautoml.pipelines.features.base.FeaturesPipeline
Creates simple pipeline for tree based models.
Simple but is ok for select features. Numeric stay as is, Datetime transforms to numeric. Categorical label encoding. Maps input to output features exactly one-to-one.
- create_pipeline(train)[source]
Create tree pipeline.
- Parameters
train (
Union
[PandasDataset
,NumpyDataset
]) – Dataset with train features.- Return type
- Returns
Composite datetime, categorical, numeric transformer.