Module mls_lib.feature_engineering
Feature Engineering Components
Sub-modules
mls_lib.feature_engineering.categoric_boost_encoder_train
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CategoricalBoostEncoderTrainer: Component that trains a categorical boost encoder.
mls_lib.feature_engineering.column_drop
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ColumnDrop: Component that drops columns from the input table.
mls_lib.feature_engineering.column_select
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ColumnSelect: Component that selects columns from the input table.
mls_lib.feature_engineering.encoder_trainer
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Encoder Trainer
mls_lib.feature_engineering.feature_engineering_step
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Feature Engineering Step
mls_lib.feature_engineering.join
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Join: Component that joins two tables.
mls_lib.feature_engineering.label_encoder_trainer
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LabelEncoderTrainer: Component that trains a label encoder.
mls_lib.feature_engineering.max_abs_scaler_trainer
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MaxAbsScalerTrainer: Component that trains a max abs scaler.
mls_lib.feature_engineering.min_max_scaler_trainer
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MinMaxScalerTrainer: Component that trains a min max scaler.
mls_lib.feature_engineering.one_hot_encoder_trainer
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OneHotEncoderTrainer: Component that trains a one hot encoder.
mls_lib.feature_engineering.reuse_encoder
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Encoder Trainer
mls_lib.feature_engineering.reuse_scaler
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Scaler Trainer
mls_lib.feature_engineering.robust_scaler_trainer
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RobustScalerTrainer: Component that trains a robust scaler.
mls_lib.feature_engineering.scaler_trainer
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Scaler Trainer
mls_lib.feature_engineering.select_columns
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SelectColumns: Component that selects columns from the input table.
mls_lib.feature_engineering.standard_scaler_trainer
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StandardScalerTrainer: Component that trains a standard scaler.