"""A variety of linear models.""" # Authors: The scikit-learn developers # SPDX-License-Identifier: BSD-3-Clause # See http://scikit-learn.sourceforge.net/modules/sgd.html and # http://scikit-learn.sourceforge.net/modules/linear_model.html for # complete documentation. from sklearn.linear_model._base import LinearRegression from sklearn.linear_model._bayes import ARDRegression, BayesianRidge from sklearn.linear_model._coordinate_descent import ( ElasticNet, ElasticNetCV, Lasso, LassoCV, MultiTaskElasticNet, MultiTaskElasticNetCV, MultiTaskLasso, MultiTaskLassoCV, enet_path, lasso_path, ) from sklearn.linear_model._glm import GammaRegressor, PoissonRegressor, TweedieRegressor from sklearn.linear_model._huber import HuberRegressor from sklearn.linear_model._least_angle import ( Lars, LarsCV, LassoLars, LassoLarsCV, LassoLarsIC, lars_path, lars_path_gram, ) from sklearn.linear_model._logistic import LogisticRegression, LogisticRegressionCV from sklearn.linear_model._omp import ( OrthogonalMatchingPursuit, OrthogonalMatchingPursuitCV, orthogonal_mp, orthogonal_mp_gram, ) from sklearn.linear_model._passive_aggressive import ( PassiveAggressiveClassifier, PassiveAggressiveRegressor, ) from sklearn.linear_model._perceptron import Perceptron from sklearn.linear_model._quantile import QuantileRegressor from sklearn.linear_model._ransac import RANSACRegressor from sklearn.linear_model._ridge import ( Ridge, RidgeClassifier, RidgeClassifierCV, RidgeCV, ridge_regression, ) from sklearn.linear_model._stochastic_gradient import ( SGDClassifier, SGDOneClassSVM, SGDRegressor, ) from sklearn.linear_model._theil_sen import TheilSenRegressor __all__ = [ "ARDRegression", "BayesianRidge", "ElasticNet", "ElasticNetCV", "GammaRegressor", "HuberRegressor", "Lars", "LarsCV", "Lasso", "LassoCV", "LassoLars", "LassoLarsCV", "LassoLarsIC", "LinearRegression", "LogisticRegression", "LogisticRegressionCV", "MultiTaskElasticNet", "MultiTaskElasticNetCV", "MultiTaskLasso", "MultiTaskLassoCV", "OrthogonalMatchingPursuit", "OrthogonalMatchingPursuitCV", "PassiveAggressiveClassifier", "PassiveAggressiveRegressor", "Perceptron", "PoissonRegressor", "QuantileRegressor", "RANSACRegressor", "Ridge", "RidgeCV", "RidgeClassifier", "RidgeClassifierCV", "SGDClassifier", "SGDOneClassSVM", "SGDRegressor", "TheilSenRegressor", "TweedieRegressor", "enet_path", "lars_path", "lars_path_gram", "lasso_path", "orthogonal_mp", "orthogonal_mp_gram", "ridge_regression", ]