lale.lib.sklearn package¶
Submodules¶
- lale.lib.sklearn.ada_boost_classifier module
- lale.lib.sklearn.ada_boost_regressor module
- lale.lib.sklearn.bagging_classifier module
- lale.lib.sklearn.bagging_regressor module
- lale.lib.sklearn.column_transformer module
- lale.lib.sklearn.decision_tree_classifier module
- lale.lib.sklearn.decision_tree_regressor module
- lale.lib.sklearn.dummy_classifier module
- lale.lib.sklearn.dummy_regressor module
- lale.lib.sklearn.extra_trees_classifier module
- lale.lib.sklearn.extra_trees_regressor module
- lale.lib.sklearn.feature_agglomeration module
- lale.lib.sklearn.fit_spec_proxy module
- lale.lib.sklearn.function_transformer module
- lale.lib.sklearn.gaussian_nb module
- lale.lib.sklearn.gradient_boosting_classifier module
- lale.lib.sklearn.gradient_boosting_regressor module
- lale.lib.sklearn.isolation_forest module
- lale.lib.sklearn.isomap module
- lale.lib.sklearn.k_means module
- lale.lib.sklearn.k_neighbors_classifier module
- lale.lib.sklearn.k_neighbors_regressor module
- lale.lib.sklearn.linear_regression module
- lale.lib.sklearn.linear_svc module
- lale.lib.sklearn.linear_svr module
- lale.lib.sklearn.logistic_regression module
- lale.lib.sklearn.min_max_scaler module
- lale.lib.sklearn.missing_indicator module
- lale.lib.sklearn.mlp_classifier module
- lale.lib.sklearn.multi_output_regressor module
- lale.lib.sklearn.multinomial_nb module
- lale.lib.sklearn.nmf module
- lale.lib.sklearn.normalizer module
- lale.lib.sklearn.nystroem module
- lale.lib.sklearn.one_hot_encoder module
- lale.lib.sklearn.ordinal_encoder module
- lale.lib.sklearn.passive_aggressive_classifier module
- lale.lib.sklearn.pca module
- lale.lib.sklearn.perceptron module
- lale.lib.sklearn.pipeline module
- lale.lib.sklearn.polynomial_features module
- lale.lib.sklearn.quadratic_discriminant_analysis module
- lale.lib.sklearn.quantile_transformer module
- lale.lib.sklearn.random_forest_classifier module
- lale.lib.sklearn.random_forest_regressor module
- lale.lib.sklearn.rfe module
- lale.lib.sklearn.ridge module
- lale.lib.sklearn.ridge_classifier module
- lale.lib.sklearn.robust_scaler module
- lale.lib.sklearn.select_k_best module
- lale.lib.sklearn.sgd_classifier module
- lale.lib.sklearn.sgd_regressor module
- lale.lib.sklearn.simple_imputer module
- lale.lib.sklearn.stacking_classifier module
- lale.lib.sklearn.stacking_regressor module
- lale.lib.sklearn.stacking_utils module
- lale.lib.sklearn.standard_scaler module
- lale.lib.sklearn.svc module
- lale.lib.sklearn.svr module
- lale.lib.sklearn.target_encoder module
- lale.lib.sklearn.tfidf_vectorizer module
- lale.lib.sklearn.variance_threshold module
- lale.lib.sklearn.voting_classifier module
- lale.lib.sklearn.voting_regressor module
Module contents¶
Schema-enhanced versions of some of the operators from scikit-learn to enable hyperparameter tuning.
Operators¶
Classifiers:
lale.lib.sklearn. AdaBoostClassifier
lale.lib.sklearn. BaggingClassifier
lale.lib.sklearn. DecisionTreeClassifier
lale.lib.sklearn. DummyClassifier
lale.lib.sklearn. ExtraTreesClassifier
lale.lib.sklearn. GaussianNB
lale.lib.sklearn. GradientBoostingClassifier
lale.lib.sklearn. KNeighborsClassifier
lale.lib.sklearn. LinearSVC
lale.lib.sklearn. LogisticRegression
lale.lib.sklearn. MLPClassifier
lale.lib.sklearn. MultinomialNB
lale.lib.sklearn. PassiveAggressiveClassifier
lale.lib.sklearn. Perceptron
lale.lib.sklearn. RandomForestClassifier
lale.lib.sklearn. RidgeClassifier
lale.lib.sklearn. SGDClassifier
lale.lib.sklearn. StackingClassifier
lale.lib.sklearn. SVC
lale.lib.sklearn. VotingClassifier
Regressors:
lale.lib.sklearn. AdaBoostRegressor
lale.lib.sklearn. BaggingRegressor
lale.lib.sklearn. DecisionTreeRegressor
lale.lib.sklearn. DummyRegressor
lale.lib.sklearn. ExtraTreesRegressor
lale.lib.sklearn. GradientBoostingRegressor
lale.lib.sklearn. KNeighborsRegressor
lale.lib.sklearn. LinearRegression
lale.lib.sklearn. LinearSVR
lale.lib.sklearn. MultiOutputRegressor
lale.lib.sklearn. RandomForestRegressor
lale.lib.sklearn. Ridge
lale.lib.sklearn. SGDRegressor
lale.lib.sklearn. StackingRegressor
lale.lib.sklearn. SVR
lale.lib.sklearn. VotingRegressor
Transformers:
lale.lib.sklearn. ColumnTransformer
lale.lib.sklearn. FeatureAgglomeration
lale.lib.sklearn. FunctionTransformer
lale.lib.sklearn. IsolationForest
lale.lib.sklearn. Isomap
lale.lib.sklearn. MinMaxScaler
lale.lib.sklearn. MissingIndicator
lale.lib.sklearn. NMF
lale.lib.sklearn. Normalizer
lale.lib.sklearn. Nystroem
lale.lib.sklearn. OneHotEncoder
lale.lib.sklearn. OrdinalEncoder
lale.lib.sklearn. PCA
lale.lib.sklearn. PolynomialFeatures
lale.lib.sklearn. QuadraticDiscriminantAnalysis
lale.lib.sklearn. QuantileTransformer
lale.lib.sklearn. RFE
lale.lib.sklearn. RobustScaler
lale.lib.sklearn. SelectKBest
lale.lib.sklearn. SimpleImputer
lale.lib.sklearn. StandardScaler
lale.lib.sklearn. TargetEncoder
lale.lib.sklearn. TfidfVectorizer
lale.lib.sklearn. VarianceThreshold
Estimators and transformers:
lale.lib.sklearn. Pipeline
Clustering:
lale.lib.sklearn. KMeans