lale.lib package

Subpackages

• lale.lib.aif360 package
  • Submodules
    • lale.lib.aif360.adversarial_debiasing module
      • AdversarialDebiasing
    • lale.lib.aif360.bagging_orbis_classifier module
      • BaggingOrbisClassifier
    • lale.lib.aif360.calibrated_eq_odds_postprocessing module
      • CalibratedEqOddsPostprocessing
    • lale.lib.aif360.datasets module
      • fetch_adult_df()
      • fetch_bank_df()
      • fetch_compas_df()
      • fetch_compas_violent_df()
      • fetch_creditg_df()
      • fetch_default_credit_df()
      • fetch_heart_disease_df()
      • fetch_law_school_df()
      • fetch_meps_panel19_fy2015_df()
      • fetch_meps_panel20_fy2015_df()
      • fetch_meps_panel21_fy2016_df()
      • fetch_nlsy_df()
      • fetch_nursery_df()
      • fetch_ricci_df()
      • fetch_speeddating_df()
      • fetch_student_math_df()
      • fetch_student_por_df()
      • fetch_tae_df()
      • fetch_titanic_df()
      • fetch_us_crime_df()
    • lale.lib.aif360.disparate_impact_remover module
      • DisparateImpactRemover
    • lale.lib.aif360.eq_odds_postprocessing module
      • EqOddsPostprocessing
    • lale.lib.aif360.gerry_fair_classifier module
      • GerryFairClassifier
    • lale.lib.aif360.lfr module
      • LFR
    • lale.lib.aif360.meta_fair_classifier module
      • MetaFairClassifier
    • lale.lib.aif360.optim_preproc module
      • OptimPreproc
    • lale.lib.aif360.orbis module
      • Orbis
    • lale.lib.aif360.prejudice_remover module
      • PrejudiceRemover
    • lale.lib.aif360.protected_attributes_encoder module
      • ProtectedAttributesEncoder
    • lale.lib.aif360.redacting module
      • Redacting
    • lale.lib.aif360.reject_option_classification module
      • RejectOptionClassification
    • lale.lib.aif360.reweighing module
      • Reweighing
    • lale.lib.aif360.util module
      • FairStratifiedKFold
      • accuracy_and_disparate_impact()
      • average_odds_difference()
      • balanced_accuracy_and_disparate_impact()
      • count_fairness_groups()
      • dataset_to_pandas()
      • disparate_impact()
      • equal_opportunity_difference()
      • f1_and_disparate_impact()
      • fair_stratified_train_test_split()
      • r2_and_disparate_impact()
      • statistical_parity_difference()
      • symmetric_disparate_impact()
      • theil_index()
  • Module contents
    • Pre-Estimator Mitigation Operators:
    • In-Estimator Mitigation Operators:
    • Post-Estimator Mitigation Operators:
    • Datasets:
    • Metrics:
    • Other Classes and Operators:
    • Other Functions:
    • Mitigator Patterns:
• lale.lib.autogen package
  • Submodules
    • lale.lib.autogen.additive_chi2_sampler module
      • AdditiveChi2Sampler
    • lale.lib.autogen.ard_regression module
      • ARDRegression
    • lale.lib.autogen.bayesian_ridge module
      • BayesianRidge
    • lale.lib.autogen.bernoulli_nb module
      • BernoulliNB
    • lale.lib.autogen.bernoulli_rbm module
      • BernoulliRBM
    • lale.lib.autogen.binarizer module
      • Binarizer
    • lale.lib.autogen.birch module
      • Birch
    • lale.lib.autogen.calibrated_classifier_cv module
      • CalibratedClassifierCV
    • lale.lib.autogen.cca module
      • CCA
    • lale.lib.autogen.complement_nb module
      • ComplementNB
    • lale.lib.autogen.dictionary_learning module
      • DictionaryLearning
    • lale.lib.autogen.elastic_net module
      • ElasticNet
    • lale.lib.autogen.elastic_net_cv module
      • ElasticNetCV
    • lale.lib.autogen.factor_analysis module
      • FactorAnalysis
    • lale.lib.autogen.fast_ica module
      • FastICA
    • lale.lib.autogen.gaussian_process_classifier module
      • GaussianProcessClassifier
    • lale.lib.autogen.gaussian_process_regressor module
      • GaussianProcessRegressor
    • lale.lib.autogen.gaussian_random_projection module
      • GaussianRandomProjection
    • lale.lib.autogen.huber_regressor module
      • HuberRegressor
    • lale.lib.autogen.incremental_pca module
      • IncrementalPCA
    • lale.lib.autogen.k_bins_discretizer module
      • KBinsDiscretizer
    • lale.lib.autogen.kernel_pca module
      • KernelPCA
    • lale.lib.autogen.kernel_ridge module
      • KernelRidge
    • lale.lib.autogen.label_binarizer module
      • LabelBinarizer
    • lale.lib.autogen.label_encoder module
      • LabelEncoder
    • lale.lib.autogen.label_propagation module
      • LabelPropagation
    • lale.lib.autogen.label_spreading module
      • LabelSpreading
    • lale.lib.autogen.lars module
      • Lars
    • lale.lib.autogen.lars_cv module
      • LarsCV
    • lale.lib.autogen.lasso module
      • Lasso
    • lale.lib.autogen.lasso_cv module
      • LassoCV
    • lale.lib.autogen.lasso_lars module
      • LassoLars
    • lale.lib.autogen.lasso_lars_cv module
      • LassoLarsCV
    • lale.lib.autogen.lasso_lars_ic module
      • LassoLarsIC
    • lale.lib.autogen.latent_dirichlet_allocation module
      • LatentDirichletAllocation
    • lale.lib.autogen.linear_discriminant_analysis module
      • LinearDiscriminantAnalysis
    • lale.lib.autogen.locally_linear_embedding module
      • LocallyLinearEmbedding
    • lale.lib.autogen.logistic_regression_cv module
      • LogisticRegressionCV
    • lale.lib.autogen.max_abs_scaler module
      • MaxAbsScaler
    • lale.lib.autogen.mini_batch_dictionary_learning module
      • MiniBatchDictionaryLearning
    • lale.lib.autogen.mini_batch_k_means module
      • MiniBatchKMeans
    • lale.lib.autogen.mini_batch_sparse_pca module
      • MiniBatchSparsePCA
    • lale.lib.autogen.mlp_regressor module
      • MLPRegressor
    • lale.lib.autogen.multi_label_binarizer module
      • MultiLabelBinarizer
    • lale.lib.autogen.multi_task_elastic_net module
      • MultiTaskElasticNet
    • lale.lib.autogen.multi_task_elastic_net_cv module
      • MultiTaskElasticNetCV
    • lale.lib.autogen.multi_task_lasso module
      • MultiTaskLasso
    • lale.lib.autogen.multi_task_lasso_cv module
      • MultiTaskLassoCV
    • lale.lib.autogen.nearest_centroid module
      • NearestCentroid
    • lale.lib.autogen.nu_svc module
      • NuSVC
    • lale.lib.autogen.nu_svr module
      • NuSVR
    • lale.lib.autogen.orthogonal_matching_pursuit module
      • OrthogonalMatchingPursuit
    • lale.lib.autogen.orthogonal_matching_pursuit_cv module
      • OrthogonalMatchingPursuitCV
    • lale.lib.autogen.passive_aggressive_regressor module
      • PassiveAggressiveRegressor
    • lale.lib.autogen.perceptron module
      • Perceptron
    • lale.lib.autogen.pls_canonical module
      • PLSCanonical
    • lale.lib.autogen.pls_regression module
      • PLSRegression
    • lale.lib.autogen.plssvd module
      • PLSSVD
    • lale.lib.autogen.power_transformer module
      • PowerTransformer
    • lale.lib.autogen.radius_neighbors_classifier module
      • RadiusNeighborsClassifier
    • lale.lib.autogen.radius_neighbors_regressor module
      • RadiusNeighborsRegressor
    • lale.lib.autogen.random_trees_embedding module
      • RandomTreesEmbedding
    • lale.lib.autogen.ransac_regressor module
      • RANSACRegressor
    • lale.lib.autogen.rbf_sampler module
      • RBFSampler
    • lale.lib.autogen.ridge_classifier_cv module
      • RidgeClassifierCV
    • lale.lib.autogen.ridge_cv module
      • RidgeCV
    • lale.lib.autogen.skewed_chi2_sampler module
      • SkewedChi2Sampler
    • lale.lib.autogen.sparse_pca module
      • SparsePCA
    • lale.lib.autogen.sparse_random_projection module
      • SparseRandomProjection
    • lale.lib.autogen.theil_sen_regressor module
      • TheilSenRegressor
    • lale.lib.autogen.transformed_target_regressor module
      • TransformedTargetRegressor
    • lale.lib.autogen.truncated_svd module
      • TruncatedSVD
  • Module contents
• lale.lib.category_encoders package
  • Submodules
    • lale.lib.category_encoders.hashing_encoder module
      • HashingEncoder
    • lale.lib.category_encoders.target_encoder module
      • TargetEncoder
  • Module contents
    • Operators
• lale.lib.imblearn package
  • Submodules
    • lale.lib.imblearn.adasyn module
      • ADASYN
    • lale.lib.imblearn.all_knn module
      • AllKNN
    • lale.lib.imblearn.base_resampler module
    • lale.lib.imblearn.borderline_smote module
      • BorderlineSMOTE
    • lale.lib.imblearn.condensed_nearest_neighbour module
      • CondensedNearestNeighbour
    • lale.lib.imblearn.edited_nearest_neighbours module
      • EditedNearestNeighbours
    • lale.lib.imblearn.instance_hardness_threshold module
      • InstanceHardnessThreshold
    • lale.lib.imblearn.random_over_sampler module
      • RandomOverSampler
    • lale.lib.imblearn.random_under_sampler module
      • RandomUnderSampler
    • lale.lib.imblearn.repeated_edited_nearest_neighbours module
      • RepeatedEditedNearestNeighbours
    • lale.lib.imblearn.smote module
      • SMOTE
    • lale.lib.imblearn.smoteenn module
      • SMOTEENN
    • lale.lib.imblearn.smoten module
      • SMOTEN
    • lale.lib.imblearn.smotenc module
      • SMOTENC
    • lale.lib.imblearn.svm_smote module
      • SVMSMOTE
  • Module contents
    • Operators:
• lale.lib.lale package
  • Submodules
    • lale.lib.lale.auto_pipeline module
      • AutoPipeline
      • auto_gbt()
      • auto_prep()
    • lale.lib.lale.both module
      • Both
    • lale.lib.lale.concat_features module
    • lale.lib.lale.grid_search_cv module
      • GridSearchCV
    • lale.lib.lale.halving_grid_search_cv module
      • HalvingGridSearchCV
    • lale.lib.lale.hyperopt module
      • Hyperopt
    • lale.lib.lale.identity_wrapper module
      • IdentityWrapper
    • lale.lib.lale.no_op module
      • NoOp
    • lale.lib.lale.observing module
      • LoggingObserver
      • Observing
      • observe()
    • lale.lib.lale.optimize_last module
      • OptimizeLast
    • lale.lib.lale.optimize_suffix module
      • OptimizeSuffix
    • lale.lib.lale.sample_based_voting module
      • SampleBasedVoting
    • lale.lib.lale.smac module
      • SMAC
    • lale.lib.lale.tee module
      • Tee
    • lale.lib.lale.time_series_transformer module
      • CorrelationMatrix
      • Eigenvalues
      • FFT
      • FFTWithTimeFreqCorrelation
      • FreqCorrelation
      • Log10
      • Magnitude
      • Pipeline
      • Resample
      • Slice
      • StandardizeFirst
      • StandardizeLast
      • TimeCorrelation
      • TimeFreqEigenVectors
      • seizure_type_data
      • upper_right_triangle()
    • lale.lib.lale.topk_voting_classifier module
      • TopKVotingClassifier
  • Module contents
    • Operators
    • Functions:
• lale.lib.lightgbm package
  • Submodules
    • lale.lib.lightgbm.lgbm_classifier module
      • LGBMClassifier
    • lale.lib.lightgbm.lgbm_regressor module
      • LGBMRegressor
  • Module contents
    • Operators:
• lale.lib.rasl package
  • Submodules
    • lale.lib.rasl.aggregate module
      • Aggregate
    • lale.lib.rasl.alias module
      • Alias
    • lale.lib.rasl.batched_bagging_classifier module
      • BatchedBaggingClassifier
    • lale.lib.rasl.batching module
      • Batching
    • lale.lib.rasl.concat_features module
      • ConcatFeatures
    • lale.lib.rasl.convert module
      • Convert
    • lale.lib.rasl.datasets module
      • arff_data_loader()
      • csv_data_loader()
      • mockup_data_loader()
      • openml_data_loader()
    • lale.lib.rasl.filter module
      • Filter
    • lale.lib.rasl.functions module
      • ColumnMonoidFactory
      • ColumnSelector
      • DictMonoid
      • categorical
      • categorical_column
      • count_distinct_column
      • date_time
      • filter_isnan()
      • filter_isnotnan()
      • filter_isnotnull()
      • filter_isnull()
      • make_categorical_column
    • lale.lib.rasl.group_by module
      • GroupBy
    • lale.lib.rasl.hashing_encoder module
      • HashingEncoder
    • lale.lib.rasl.join module
      • Join
    • lale.lib.rasl.map module
      • Map
    • lale.lib.rasl.metrics module
      • MetricMonoidFactory
      • accuracy_score()
      • balanced_accuracy_score()
      • f1_score()
      • get_scorer()
      • r2_score()
    • lale.lib.rasl.min_max_scaler module
      • MinMaxScaler
    • lale.lib.rasl.monoid module
      • Monoid
      • MonoidFactory
      • MonoidableOperator
    • lale.lib.rasl.one_hot_encoder module
      • OneHotEncoder
    • lale.lib.rasl.orderby module
      • OrderBy
    • lale.lib.rasl.ordinal_encoder module
      • OrdinalEncoder
    • lale.lib.rasl.project module
      • Project
      • get_column_factory()
    • lale.lib.rasl.relational module
      • Relational
    • lale.lib.rasl.scan module
      • Scan
    • lale.lib.rasl.scores module
      • FClassif
      • FOnewayData
      • ScoreMonoidFactory
    • lale.lib.rasl.select_k_best module
      • SelectKBest
    • lale.lib.rasl.simple_imputer module
      • SimpleImputer
    • lale.lib.rasl.sort_index module
      • SortIndex
    • lale.lib.rasl.spark_explainer module
      • SparkExplainer
    • lale.lib.rasl.split_xy module
      • SplitXy
    • lale.lib.rasl.standard_scaler module
      • StandardScaler
      • scale()
    • lale.lib.rasl.target_encoder module
      • TargetEncoder
    • lale.lib.rasl.task_graphs module
      • Prio
      • PrioBatch
      • PrioResourceAware
      • PrioStep
      • cross_val_score()
      • cross_validate()
      • fit_with_batches()
      • is_associative()
      • is_incremental()
      • is_pretrained()
  • Module contents
    • Relational Algebra Operators
    • Transformers
    • Scikit-learn Operators
    • Estimators
    • Functions
    • Data Loaders
    • Metrics
    • Other Facilities
• lale.lib.sklearn package
  • Submodules
    • lale.lib.sklearn.ada_boost_classifier module
      • AdaBoostClassifier
    • lale.lib.sklearn.ada_boost_regressor module
      • AdaBoostRegressor
    • lale.lib.sklearn.bagging_classifier module
      • BaggingClassifier
    • lale.lib.sklearn.bagging_regressor module
      • BaggingRegressor
    • lale.lib.sklearn.column_transformer module
      • ColumnTransformer
    • lale.lib.sklearn.decision_tree_classifier module
      • DecisionTreeClassifier
    • lale.lib.sklearn.decision_tree_regressor module
      • DecisionTreeRegressor
    • lale.lib.sklearn.dummy_classifier module
      • DummyClassifier
    • lale.lib.sklearn.dummy_regressor module
      • DummyRegressor
    • lale.lib.sklearn.extra_trees_classifier module
      • ExtraTreesClassifier
    • lale.lib.sklearn.extra_trees_regressor module
      • ExtraTreesRegressor
    • lale.lib.sklearn.feature_agglomeration module
      • FeatureAgglomeration
    • lale.lib.sklearn.fit_spec_proxy module
    • lale.lib.sklearn.function_transformer module
      • FunctionTransformer
    • lale.lib.sklearn.gaussian_nb module
      • GaussianNB
    • lale.lib.sklearn.gradient_boosting_classifier module
      • GradientBoostingClassifier
    • lale.lib.sklearn.gradient_boosting_regressor module
      • GradientBoostingRegressor
    • lale.lib.sklearn.isolation_forest module
      • IsolationForest
    • lale.lib.sklearn.isomap module
      • Isomap
    • lale.lib.sklearn.k_means module
      • KMeans
    • lale.lib.sklearn.k_neighbors_classifier module
      • KNeighborsClassifier
    • lale.lib.sklearn.k_neighbors_regressor module
      • KNeighborsRegressor
    • lale.lib.sklearn.linear_regression module
      • LinearRegression
    • lale.lib.sklearn.linear_svc module
      • LinearSVC
    • lale.lib.sklearn.linear_svr module
      • LinearSVR
    • lale.lib.sklearn.logistic_regression module
      • LogisticRegression
    • lale.lib.sklearn.min_max_scaler module
      • MinMaxScaler
    • lale.lib.sklearn.missing_indicator module
      • MissingIndicator
    • lale.lib.sklearn.mlp_classifier module
      • MLPClassifier
    • lale.lib.sklearn.multi_output_regressor module
      • MultiOutputRegressor
    • lale.lib.sklearn.multinomial_nb module
      • MultinomialNB
    • lale.lib.sklearn.nmf module
      • NMF
    • lale.lib.sklearn.normalizer module
      • Normalizer
    • lale.lib.sklearn.nystroem module
      • Nystroem
    • lale.lib.sklearn.one_hot_encoder module
      • OneHotEncoder
    • lale.lib.sklearn.ordinal_encoder module
      • OrdinalEncoder
    • lale.lib.sklearn.passive_aggressive_classifier module
      • PassiveAggressiveClassifier
    • lale.lib.sklearn.pca module
      • PCA
    • lale.lib.sklearn.perceptron module
      • Perceptron
    • lale.lib.sklearn.pipeline module
      • Pipeline
    • lale.lib.sklearn.polynomial_features module
      • PolynomialFeatures
    • lale.lib.sklearn.quadratic_discriminant_analysis module
      • QuadraticDiscriminantAnalysis
    • lale.lib.sklearn.quantile_transformer module
      • QuantileTransformer
    • lale.lib.sklearn.random_forest_classifier module
      • RandomForestClassifier
    • lale.lib.sklearn.random_forest_regressor module
      • RandomForestRegressor
    • lale.lib.sklearn.rfe module
      • RFE
    • lale.lib.sklearn.ridge module
      • Ridge
    • lale.lib.sklearn.ridge_classifier module
      • RidgeClassifier
    • lale.lib.sklearn.robust_scaler module
      • RobustScaler
    • lale.lib.sklearn.select_k_best module
      • SelectKBest
    • lale.lib.sklearn.sgd_classifier module
      • SGDClassifier
    • lale.lib.sklearn.sgd_regressor module
      • SGDRegressor
    • lale.lib.sklearn.simple_imputer module
      • SimpleImputer
    • lale.lib.sklearn.stacking_classifier module
      • StackingClassifier
    • lale.lib.sklearn.stacking_regressor module
      • StackingRegressor
    • lale.lib.sklearn.stacking_utils module
    • lale.lib.sklearn.standard_scaler module
      • StandardScaler
    • lale.lib.sklearn.svc module
      • SVC
    • lale.lib.sklearn.svr module
      • SVR
    • lale.lib.sklearn.target_encoder module
      • TargetEncoder
    • lale.lib.sklearn.tfidf_vectorizer module
      • TfidfVectorizer
    • lale.lib.sklearn.variance_threshold module
      • VarianceThreshold
    • lale.lib.sklearn.voting_classifier module
      • VotingClassifier
    • lale.lib.sklearn.voting_regressor module
      • VotingRegressor
  • Module contents
    • Operators
• lale.lib.snapml package
  • Submodules
    • lale.lib.snapml.batched_tree_ensemble_classifier module
      • BatchedTreeEnsembleClassifier
    • lale.lib.snapml.batched_tree_ensemble_regressor module
      • BatchedTreeEnsembleRegressor
    • lale.lib.snapml.snap_boosting_machine_classifier module
      • SnapBoostingMachineClassifier
    • lale.lib.snapml.snap_boosting_machine_regressor module
      • SnapBoostingMachineRegressor
    • lale.lib.snapml.snap_decision_tree_classifier module
      • SnapDecisionTreeClassifier
    • lale.lib.snapml.snap_decision_tree_regressor module
      • SnapDecisionTreeRegressor
    • lale.lib.snapml.snap_linear_regression module
      • SnapLinearRegression
    • lale.lib.snapml.snap_logistic_regression module
      • SnapLogisticRegression
    • lale.lib.snapml.snap_random_forest_classifier module
      • SnapRandomForestClassifier
    • lale.lib.snapml.snap_random_forest_regressor module
      • SnapRandomForestRegressor
    • lale.lib.snapml.snap_svm_classifier module
      • SnapSVMClassifier
  • Module contents
    • Operators
• lale.lib.xgboost package
  • Submodules
    • lale.lib.xgboost.xgb_classifier module
      • XGBClassifier
    • lale.lib.xgboost.xgb_regressor module
      • XGBRegressor
  • Module contents
    • Operators:

Submodules

• lale.lib.dataframe module
  • count()
  • get_columns()
  • make_series_concat()
  • make_series_distinct()
  • select_col()

Module contents