detector_registry

.detector_registry

<p>This section of the package manages a registry for various data leakage detectors. Detectors are stored in the <code>.detector_registry</code> environment and are accessible by name. The system allows for easy registration of detectors, providing their descriptions and registration times. Detectors can be queried by name or listed.</p>

internal

Provides utilities to detect common data leakage patterns including train/test
contamination, temporal leakage, and data duplication, enhancing model reliability and
reproducibility in machine learning workflows. Generates diagnostic reports and visual
summaries to support data validation. Methods based on best practices from Hastie,
Tibshirani, and Friedman (2009, ISBN:978-0387848570).

Cheryl Isabella

leakr

Data Leakage Detection Tools for Machine Learning

detector_registry function

<p>An object of class <code>environment</code> of length 2.</p>

detector_registry: Registry-based Detector System

Description

Usage

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Format