π API ReferencesΒΆ
Documentation of the API for public objects and functions in autoqild.
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. |
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The bayes_search package contains custom implementations and utilities for Bayesian hyperparameter optimization. |
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This package contains Blind classifiers, which just uses the output class values to make predictions by learning a constant function, used information leakage detection. |
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The dataset_readers package provides utilities for reading OpenML datasets, generating synthetic data, both distance-based and traditional, for testing and evaluation purposes. |
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The mi_estimators package offers various mutual information (MI) estimators designed for use in information leakage detection. |
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The detectors package provides a suite of classes designed for detecting information leakage in machine learning experiments. |
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The utilities subpackage provides essential utility functions and constants for streamlined operations. |