secure_learning.models package

Initialization of the machine learning models

Submodules

• secure_learning.models.common_gradient_forms module
  • GradientFunction
  • WeightedDifferencesGradient
    • WeightedDifferencesGradient.__call__()
    • WeightedDifferencesGradient.__init__()
• secure_learning.models.grid_cv module
  • GridCV
    • GridCV.__init__()
    • GridCV.best_param_set()
    • GridCV.cross_validation()
    • GridCV.results
    • GridCV.sorted_param_set()
  • ParameterCollection
    • ParameterCollection.alpha
    • ParameterCollection.class_weights
    • ParameterCollection.coef_init
    • ParameterCollection.eta0
    • ParameterCollection.exponentiation
    • ParameterCollection.minibatch_size
    • ParameterCollection.nr_maxiters
    • ParameterCollection.penalty
    • ParameterCollection.print_progress
    • ParameterCollection.secure_permutations
    • ParameterCollection.solver_type
    • ParameterCollection.tolerance
  • Parameters
    • Parameters.alpha
    • Parameters.class_weights
    • Parameters.coef_init
    • Parameters.eta0
    • Parameters.exponentiation
    • Parameters.minibatch_size
    • Parameters.nr_maxiters
    • Parameters.penalty
    • Parameters.print_progress
    • Parameters.secure_permutations
    • Parameters.solver_type
    • Parameters.tolerance
• secure_learning.models.secure_elastic_nets module
  • ElasticNets
    • ElasticNets.__init__()
    • ElasticNets.name
• secure_learning.models.secure_lasso module
  • Lasso
    • Lasso.__init__()
    • Lasso.name
• secure_learning.models.secure_linear module
  • Linear
    • Linear.__init__()
    • Linear.gradient_function()
    • Linear.name
    • Linear.predict()
    • Linear.score()
• secure_learning.models.secure_logistic module
  • ClassWeightsTypes
    • ClassWeightsTypes.BALANCED
    • ClassWeightsTypes.EQUAL
  • ExponentiationTypes
    • ExponentiationTypes.APPROX
    • ExponentiationTypes.EXACT
    • ExponentiationTypes.NONE
  • Logistic
    • Logistic.__init__()
    • Logistic.class_weights
    • Logistic.class_weights_type
    • Logistic.gradient_function()
    • Logistic.name
    • Logistic.predict()
    • Logistic.reveal_class_weights()
    • Logistic.score()
• secure_learning.models.secure_model module
  • Model
    • Model.__init__()
    • Model.__str__()
    • Model.compute_coef_mpc()
    • Model.cross_validate()
    • Model.gradient_function()
    • Model.initialize_solver()
    • Model.name
    • Model.predict()
    • Model.score()
    • Model.solver
  • PenaltyTypes
    • PenaltyTypes.ELASTICNET
    • PenaltyTypes.L1
    • PenaltyTypes.L2
    • PenaltyTypes.NONE
  • SolverTypes
    • SolverTypes.GD
• secure_learning.models.secure_ridge module
  • Ridge
    • Ridge.__init__()
    • Ridge.name
• secure_learning.models.secure_svm module
  • SVM
    • SVM.__init__()
    • SVM.gradient_function()
    • SVM.name
    • SVM.predict()
    • SVM.score()