niklib.models package

Subpackages

• niklib.models.estimators package
  • Subpackages
    • niklib.models.estimators.networks package
      • Module contents
  • Module contents
• niklib.models.evaluators package
  • Subpackages
    • niklib.models.evaluators.metrics package
      • Module contents
  • Module contents
• niklib.models.preprocessors package
  • Submodules
  • niklib.models.preprocessors.core module
    • TrainTestEvalSplit
      • TrainTestEvalSplit.__init__()
      • TrainTestEvalSplit.set_configs()
      • TrainTestEvalSplit.as_mlflow_artifact()
      • TrainTestEvalSplit.__call__()
    • PandasTrainTestSplit
      • PandasTrainTestSplit.__init__()
      • PandasTrainTestSplit.set_configs()
      • PandasTrainTestSplit.as_mlflow_artifact()
      • PandasTrainTestSplit.__call__()
    • ColumnSelector
      • ColumnSelector.__init__()
      • ColumnSelector.__call__()
    • ColumnTransformerConfig
      • ColumnTransformerConfig.__init__()
      • ColumnTransformerConfig.set_configs()
      • ColumnTransformerConfig.as_mlflow_artifact()
      • ColumnTransformerConfig.extract_selected_columns()
      • ColumnTransformerConfig.__check_arg_exists()
      • ColumnTransformerConfig.__get_df_column_unique()
      • ColumnTransformerConfig.calculate_params()
      • ColumnTransformerConfig._check_overlap_in_transformation_columns()
      • ColumnTransformerConfig.generate_pipeline()
    • get_transformed_feature_names()
    • move_dependent_variable_to_end()
  • niklib.models.preprocessors.helpers module
    • preview_column_transformer()
  • Module contents
    • EXAMPLE_COLUMN_TRANSFORMER_CONFIG_X
    • EXAMPLE_COLUMN_TRANSFORMER_CONFIG_Y
    • EXAMPLE_TRAIN_TEST_EVAL_SPLIT
    • EXAMPLE_PANDAS_TRAIN_TEST_SPLIT
    • TRANSFORMS
    • ColumnTransformer
      • ColumnTransformer._required_parameters
      • ColumnTransformer._parameter_constraints
      • ColumnTransformer.__init__()
      • ColumnTransformer._transformers
      • ColumnTransformer.set_output()
      • ColumnTransformer.get_params()
      • ColumnTransformer.set_params()
      • ColumnTransformer._iter()
      • ColumnTransformer._validate_transformers()
      • ColumnTransformer._validate_column_callables()
      • ColumnTransformer._validate_remainder()
      • ColumnTransformer.named_transformers_
      • ColumnTransformer._get_feature_name_out_for_transformer()
      • ColumnTransformer.get_feature_names_out()
      • ColumnTransformer._add_prefix_for_feature_names_out()
      • ColumnTransformer._update_fitted_transformers()
      • ColumnTransformer._validate_output()
      • ColumnTransformer._record_output_indices()
      • ColumnTransformer._log_message()
      • ColumnTransformer._fit_transform()
      • ColumnTransformer.fit()
      • ColumnTransformer.fit_transform()
      • ColumnTransformer.transform()
      • ColumnTransformer._hstack()
      • ColumnTransformer._sk_visual_block_()
      • ColumnTransformer._abc_impl
      • ColumnTransformer._sklearn_auto_wrap_output_keys
    • OneHotEncoder
      • OneHotEncoder._parameter_constraints
      • OneHotEncoder.__init__()
      • OneHotEncoder._map_drop_idx_to_infrequent()
      • OneHotEncoder._set_drop_idx()
      • OneHotEncoder._compute_transformed_categories()
      • OneHotEncoder._remove_dropped_categories()
      • OneHotEncoder._compute_n_features_outs()
      • OneHotEncoder.fit()
      • OneHotEncoder.transform()
      • OneHotEncoder.inverse_transform()
      • OneHotEncoder.get_feature_names_out()
      • OneHotEncoder._check_get_feature_name_combiner()
      • OneHotEncoder._sklearn_auto_wrap_output_keys
    • LabelEncoder
      • LabelEncoder.fit()
      • LabelEncoder.fit_transform()
      • LabelEncoder.transform()
      • LabelEncoder.inverse_transform()
      • LabelEncoder._more_tags()
      • LabelEncoder._sklearn_auto_wrap_output_keys
    • StandardScaler
      • StandardScaler._parameter_constraints
      • StandardScaler.__init__()
      • StandardScaler._reset()
      • StandardScaler.fit()
      • StandardScaler.partial_fit()
      • StandardScaler.transform()
      • StandardScaler.inverse_transform()
      • StandardScaler._more_tags()
      • StandardScaler._sklearn_auto_wrap_output_keys
      • StandardScaler.set_fit_request()
      • StandardScaler.set_inverse_transform_request()
      • StandardScaler.set_partial_fit_request()
      • StandardScaler.set_transform_request()
    • MinMaxScaler
      • MinMaxScaler._parameter_constraints
      • MinMaxScaler.__init__()
      • MinMaxScaler._reset()
      • MinMaxScaler.fit()
      • MinMaxScaler.partial_fit()
      • MinMaxScaler.transform()
      • MinMaxScaler.inverse_transform()
      • MinMaxScaler._more_tags()
      • MinMaxScaler._sklearn_auto_wrap_output_keys
    • RobustScaler
      • RobustScaler._parameter_constraints
      • RobustScaler.__init__()
      • RobustScaler.fit()
      • RobustScaler.transform()
      • RobustScaler.inverse_transform()
      • RobustScaler._more_tags()
      • RobustScaler._sklearn_auto_wrap_output_keys
    • MaxAbsScaler
      • MaxAbsScaler._parameter_constraints
      • MaxAbsScaler.__init__()
      • MaxAbsScaler._reset()
      • MaxAbsScaler.fit()
      • MaxAbsScaler.partial_fit()
      • MaxAbsScaler.transform()
      • MaxAbsScaler.inverse_transform()
      • MaxAbsScaler._more_tags()
      • MaxAbsScaler._sklearn_auto_wrap_output_keys
    • LabelBinarizer
      • LabelBinarizer._parameter_constraints
      • LabelBinarizer.__init__()
      • LabelBinarizer.fit()
      • LabelBinarizer.fit_transform()
      • LabelBinarizer.transform()
      • LabelBinarizer.inverse_transform()
      • LabelBinarizer._more_tags()
      • LabelBinarizer._sklearn_auto_wrap_output_keys
      • LabelBinarizer.set_inverse_transform_request()
    • MultiLabelBinarizer
      • MultiLabelBinarizer._parameter_constraints
      • MultiLabelBinarizer.__init__()
      • MultiLabelBinarizer.fit()
      • MultiLabelBinarizer.fit_transform()
      • MultiLabelBinarizer.transform()
      • MultiLabelBinarizer._build_cache()
      • MultiLabelBinarizer._transform()
      • MultiLabelBinarizer.inverse_transform()
      • MultiLabelBinarizer._more_tags()
      • MultiLabelBinarizer._sklearn_auto_wrap_output_keys
    • PandasTrainTestSplit
      • PandasTrainTestSplit.__init__()
      • PandasTrainTestSplit.set_configs()
      • PandasTrainTestSplit.as_mlflow_artifact()
      • PandasTrainTestSplit.__call__()
    • TrainTestEvalSplit
      • TrainTestEvalSplit.__init__()
      • TrainTestEvalSplit.set_configs()
      • TrainTestEvalSplit.as_mlflow_artifact()
      • TrainTestEvalSplit.__call__()
    • ColumnTransformerConfig
      • ColumnTransformerConfig.__init__()
      • ColumnTransformerConfig.set_configs()
      • ColumnTransformerConfig.as_mlflow_artifact()
      • ColumnTransformerConfig.extract_selected_columns()
      • ColumnTransformerConfig.__check_arg_exists()
      • ColumnTransformerConfig.__get_df_column_unique()
      • ColumnTransformerConfig.calculate_params()
      • ColumnTransformerConfig._check_overlap_in_transformation_columns()
      • ColumnTransformerConfig.generate_pipeline()
    • ColumnSelector
      • ColumnSelector.__init__()
      • ColumnSelector.__call__()
    • move_dependent_variable_to_end()
    • preview_column_transformer()
    • get_transformed_feature_names()
• niklib.models.trainers package
  • Submodules
  • niklib.models.trainers.aml_flaml module
  • Module contents
• niklib.models.weights package
  • Module contents

Module contents