List of all items
Structs
- builder_enhancements::Configured
- builder_enhancements::EnhancedLinearRegressionBuilder
- builder_enhancements::Unconfigured
- builder_enhancements::ValidationConfig
- builder_enhancements::WithRegularization
- builder_enhancements::WithSolver
- coordinate_descent::CoordinateDescentSolver
- coordinate_descent::ValidationInfo
- early_stopping::EarlyStopping
- early_stopping::EarlyStoppingConfig
- errors::ConfigurationError
- errors::ConvergenceInfo
- errors::CrossValidationError
- errors::DataError
- errors::ErrorBuilder
- errors::FeatureError
- errors::FoldInfo
- errors::MatrixError
- errors::MatrixInfo
- errors::NumericalError
- errors::OptimizationError
- errors::ResourceError
- errors::ResourceInfo
- errors::StateError
- irls::IRLSConfig
- irls::IRLSEstimator
- irls::IRLSResult
- large_scale_variational_inference::ARDConfiguration
- large_scale_variational_inference::LargeScaleVariationalConfig
- large_scale_variational_inference::LargeScaleVariationalRegression
- large_scale_variational_inference::PriorConfiguration
- large_scale_variational_inference::VariationalPosterior
- lars::Lars
- lars::LarsConfig
- lasso_cv::KFold
- lasso_cv::LassoCV
- lasso_cv::LassoCVBuilder
- lasso_cv::LassoCVConfig
- lasso_lars::LassoLars
- lasso_lars::LassoLarsConfig
- linear_regression::LinearRegression
- linear_regression::LinearRegressionConfig
- loss_functions::AbsoluteLoss
- loss_functions::EpsilonInsensitiveLoss
- loss_functions::HingeLoss
- loss_functions::HuberLoss
- loss_functions::LogisticLoss
- loss_functions::LossFactory
- loss_functions::QuantileLoss
- loss_functions::SquaredHingeLoss
- loss_functions::SquaredLoss
- modular_framework::BayesianPredictionProvider
- modular_framework::CompositeObjective
- modular_framework::LinearPredictionProvider
- modular_framework::ModularConfig
- modular_framework::ModularFramework
- modular_framework::ModularLinearModel
- modular_framework::ObjectiveData
- modular_framework::ObjectiveMetadata
- modular_framework::OptimizationResult
- modular_framework::PredictionWithConfidence
- modular_framework::PredictionWithUncertainty
- modular_framework::ProbabilisticPredictionProvider
- modular_framework::SolverInfo
- modular_framework::SolverRecommendations
- omp::OrthogonalMatchingPursuit
- omp::OrthogonalMatchingPursuitConfig
- optimizer::LbfgsOptimizer
- optimizer::NesterovAcceleratedGradient
- optimizer::ProximalGradientOptimizer
- optimizer::SagOptimizer
- optimizer::SagaOptimizer
- regularization_schemes::CompositeRegularization
- regularization_schemes::ElasticNetRegularization
- regularization_schemes::GroupLassoRegularization
- regularization_schemes::L1Regularization
- regularization_schemes::L2Regularization
- regularization_schemes::RegularizationFactory
- ridge_classifier::RidgeClassifier
- ridge_classifier::RidgeClassifierConfig
- ridge_cv::RidgeCV
- ridge_cv::RidgeCVBuilder
- ridge_cv::RidgeCVConfig
- solver_implementations::BacktrackingConfig
- solver_implementations::CoordinateDescentConfig
- solver_implementations::CoordinateDescentResult
- solver_implementations::CoordinateDescentSolver
- solver_implementations::GradientDescentConfig
- solver_implementations::GradientDescentResult
- solver_implementations::GradientDescentSolver
- solver_implementations::LineSearchConfig
- solver_implementations::ProximalGradientConfig
- solver_implementations::ProximalGradientResult
- solver_implementations::ProximalGradientSolver
- solver_implementations::SolverFactory
- type_safety::ComputationalComplexity
- type_safety::ConfigurationHints
- type_safety::FixedSizeOps
- type_safety::L1Scheme
- type_safety::L2Scheme
- type_safety::MemoryRequirements
- type_safety::Trained
- type_safety::TypeSafeConfig
- type_safety::TypeSafeLinearModel
- type_safety::TypeSafeModelBuilder
- type_safety::TypeSafeSolverSelector
- type_safety::Untrained
- type_safety::problem_type::BinaryClassification
- type_safety::problem_type::MultiClassification
- type_safety::problem_type::MultiOutputRegression
- type_safety::problem_type::Regression
- type_safety::solver_capability::LargeScale
- type_safety::solver_capability::NonSmoothCapable
- type_safety::solver_capability::SmoothOnly
- type_safety::solver_capability::SparseCapable
- uncertainty_quantification::CalibrationMetrics
- uncertainty_quantification::UncertaintyConfig
- uncertainty_quantification::UncertaintyQuantifier
- uncertainty_quantification::UncertaintyResult
- utils::NumericalDiagnostics
- utils::SolverInfo
Enums
- Penalty
- builder_enhancements::ModelPreset
- early_stopping::StoppingCriterion
- errors::ConfigurationErrorKind
- errors::CrossValidationErrorKind
- errors::DataErrorKind
- errors::ErrorSeverity
- errors::FeatureErrorKind
- errors::LinearModelError
- errors::MatrixErrorKind
- errors::NumericalErrorKind
- errors::OptimizationErrorKind
- errors::ResourceErrorKind
- errors::StateErrorKind
- irls::ScaleEstimator
- irls::WeightFunction
- large_scale_variational_inference::LearningRateDecay
- solver::Solver
- uncertainty_quantification::UncertaintyMethod
Traits
- builder_enhancements::ModelValidation
- builder_enhancements::validation::Configured
- builder_enhancements::validation::WithRegularization
- builder_enhancements::validation::WithSolver
- early_stopping::EarlyStoppingCallback
- modular_framework::LossFunction
- modular_framework::Objective
- modular_framework::OptimizationSolver
- modular_framework::PredictionProvider
- modular_framework::Regularization
- type_safety::ConfigurationValidator
- type_safety::FeatureValidator
- type_safety::RegularizationConstraint
- type_safety::RegularizationScheme
- type_safety::SolverConstraint
- type_safety::TypeSafeFit
- type_safety::TypeSafePredict
- uncertainty_quantification::UncertaintyCapable
Functions
- coordinate_descent::compute_r2_score
- early_stopping::train_validation_split
- lasso_cv::cross_val_score
- modular_framework::create_modular_linear_regression
- optimizer::proximal::prox_elastic_net
- optimizer::proximal::prox_l1
- optimizer::proximal::prox_l2
- solver_implementations::convert_solver_result_to_standard
- sparse_feature_disabled_error
- sparse_linear_regression_disabled_error
- sparse_regularized_disabled_error
- utils::accurate_condition_number
- utils::adaptive_least_squares
- utils::condition_number
- utils::diagnose_numerical_stability
- utils::enhanced_ridge_regression
- utils::orthogonal_mp
- utils::orthogonal_mp_gram
- utils::qr_ridge_regression
- utils::rank_revealing_qr
- utils::ridge_regression
- utils::solve_with_iterative_refinement
- utils::stable_normal_equations
- utils::stable_ridge_regression
- utils::svd_ridge_regression