secure_learning package

Initialization of the secure-learn package

Subpackages

• secure_learning.models package
  • Submodules
    • secure_learning.models.common_gradient_forms module
      • GradientFunction
      • WeightedDifferencesGradient
    • secure_learning.models.grid_cv module
      • GridCV
      • ParameterCollection
      • Parameters
    • secure_learning.models.secure_elastic_nets module
      • ElasticNets
    • secure_learning.models.secure_lasso module
      • Lasso
    • secure_learning.models.secure_linear module
      • Linear
    • secure_learning.models.secure_logistic module
      • ClassWeightsTypes
      • ExponentiationTypes
      • Logistic
    • secure_learning.models.secure_model module
      • Model
      • PenaltyTypes
      • SolverTypes
    • secure_learning.models.secure_ridge module
      • Ridge
    • secure_learning.models.secure_svm module
      • SVM
• secure_learning.solvers package
  • Submodules
    • secure_learning.solvers.gd_solver module
      • GD
    • secure_learning.solvers.solver module
      • Solver
• secure_learning.utils package
  • Submodules
    • secure_learning.utils.data_permutator module
      • SecureDataPermutator
    • secure_learning.utils.matrix_augmenter module
      • MatrixAugmenter
    • secure_learning.utils.types module
      • seq_to_list()
    • secure_learning.utils.util_matrix_vec module
      • mat_to_vec()
      • mat_vec_mult()
      • matrix_sum()
      • matrix_transpose()
      • mult_scalar_mul()
      • permute_matrix()
      • scale_vector_or_matrix()
      • vector_to_matrix()

Submodules

• secure_learning.exceptions module
  • BaseSecureLearnError
  • MissingFunctionError
  • SecureLearnTypeError
  • SecureLearnUninitializedSolverError
  • SecureLearnValueError
  • UnknownPenaltyError
• secure_learning.metrics module
  • accuracy_score()
  • adj_r2_score()
  • f1_score()
  • mean_squared_error()
  • mean_squared_model()
  • precision_score()
  • r2_score()
  • recall_score()
• secure_learning.regularizers module
  • BaseRegularizer
  • DifferentiableRegularizer
    • DifferentiableRegularizer.__call__()
  • L1Regularizer
    • L1Regularizer.__call__()
    • L1Regularizer.__init__()
  • L2Regularizer
    • L2Regularizer.__call__()
    • L2Regularizer.__init__()
  • NonDifferentiableRegularizer
    • NonDifferentiableRegularizer.__call__()