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.