Module mls_lib.feature_engineering

Feature Engineering Components

Sub-modules

mls_lib.feature_engineering.categoric_boost_encoder_train

CategoricalBoostEncoderTrainer: Component that trains a categorical boost encoder.

mls_lib.feature_engineering.column_drop

ColumnDrop: Component that drops columns from the input table.

mls_lib.feature_engineering.column_select

ColumnSelect: Component that selects columns from the input table.

mls_lib.feature_engineering.encoder_trainer

Encoder Trainer

mls_lib.feature_engineering.feature_engineering_step

Feature Engineering Step

mls_lib.feature_engineering.join

Join: Component that joins two tables.

mls_lib.feature_engineering.label_encoder_trainer

LabelEncoderTrainer: Component that trains a label encoder.

mls_lib.feature_engineering.max_abs_scaler_trainer

MaxAbsScalerTrainer: Component that trains a max abs scaler.

mls_lib.feature_engineering.min_max_scaler_trainer

MinMaxScalerTrainer: Component that trains a min max scaler.

mls_lib.feature_engineering.one_hot_encoder_trainer

OneHotEncoderTrainer: Component that trains a one hot encoder.

mls_lib.feature_engineering.reuse_encoder

Encoder Trainer

mls_lib.feature_engineering.reuse_scaler

Scaler Trainer

mls_lib.feature_engineering.robust_scaler_trainer

RobustScalerTrainer: Component that trains a robust scaler.

mls_lib.feature_engineering.scaler_trainer

Scaler Trainer

mls_lib.feature_engineering.select_columns

SelectColumns: Component that selects columns from the input table.

mls_lib.feature_engineering.standard_scaler_trainer

StandardScalerTrainer: Component that trains a standard scaler.