Welcome to the IBM Differential Privacy Library

This is a library dedicated to differential privacy and machine learning. Its purpose is to allow experimentation, simulation, and implementation of differentially private models using a common codebase and building blocks.

Modules

• diffprivlib.accountant
  • Base class
    • BudgetAccountant
• diffprivlib.mechanisms
  • Base classes
    • DPMachine
    • DPMechanism
    • TruncationAndFoldingMixin
  • Binary mechanism
    • Binary
  • Bingham mechanism
    • Bingham
  • Exponential mechanisms
    • Exponential
    • ExponentialCategorical
    • ExponentialHierarchical
    • PermuteAndFlip
  • Gaussian mechanisms
    • Gaussian
    • GaussianAnalytic
    • GaussianDiscrete
  • Geometric mechanisms
    • Geometric
    • GeometricTruncated
    • GeometricFolded
  • Laplace mechanisms
    • Laplace
    • LaplaceTruncated
    • LaplaceBoundedDomain
    • LaplaceBoundedNoise
    • LaplaceFolded
  • Snapping mechanism
    • Snapping
  • Staircase mechanism
    • Staircase
  • Uniform mechanism
    • Uniform
  • Vector mechanism
    • Vector
• diffprivlib.mechanisms.transforms
  • Base class
    • DPTransformer
  • Type casting transforms
    • IntToString
    • StringToInt
  • Other transforms
    • RoundedInteger
• diffprivlib.tools
  • Histogram functions
    • histogram()
    • histogramdd()
    • histogram2d()
  • General Utilities
    • count_nonzero()
    • mean()
    • nanmean()
    • std()
    • nanstd()
    • sum()
    • nansum()
    • var()
    • nanvar()
  • Quantile-like functions
    • quantile()
    • percentile()
    • median()
• diffprivlib.models
  • Classification models
    • Gaussian Naive Bayes
    • Logistic Regression
    • Tree-Based Models
  • Regression models
    • Linear Regression
  • Clustering models
    • K-Means
  • Dimensionality reduction models
    • PCA
  • Preprocessing
    • Standard Scaler
• Utilities and general functions
  • Exceptions and warnings
    • PrivacyLeakWarning
    • DiffprivlibCompatibilityWarning
    • BudgetError
  • General classes
    • Budget
  • General functions
    • check_random_state()
    • copy_docstring()
    • warn_unused_args()
• Validation functions
  • General functions
    • check_epsilon_delta()
    • check_bounds()
    • clip_to_norm()
    • clip_to_bounds()

Indices and tables

• Index

• Module Index

• Search Page