πŸ“– API ReferencesΒΆ

Documentation of the API for public objects and functions in autoqild.

autoqild.automl

The automl package provides tools for automated machine learning (AutoML), offering pre-configured classifiers that leverage state-of-the-art AutoML frameworks like AutoGluon and TabPFN.

autoqild.bayes_search

The bayes_search package contains custom implementations and utilities for Bayesian hyperparameter optimization.

autoqild.classifiers

This package contains Blind classifiers, which just uses the output class values to make predictions by learning a constant function, used information leakage detection.

autoqild.dataset_readers

The dataset_readers package provides utilities for reading OpenML datasets, generating synthetic data, both distance-based and traditional, for testing and evaluation purposes.

autoqild.mi_estimators

The mi_estimators package offers various mutual information (MI) estimators designed for use in information leakage detection.

autoqild.detectors

The detectors package provides a suite of classes designed for detecting information leakage in machine learning experiments.

autoqild.utilities

The utilities subpackage provides essential utility functions and constants for streamlined operations.