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Overview

  • Getting Started
  • Algorithm Overview
  • Saving and Loading
  • Detector Configuration Files
  • Roadmap

Outlier Detection

  • Methods
  • Examples

Drift Detection

  • Background
  • Methods
  • Examples
    • Categorical and mixed type data drift detection on income prediction
    • Learned drift detectors on Adult Census
    • Learned drift detectors on CIFAR-10
    • Context-aware drift detection on news articles
    • Context-aware drift detection on ECGs
    • Model Distillation drift detector on CIFAR-10
    • Kolmogorov-Smirnov data drift detector on CIFAR-10
    • Maximum Mean Discrepancy drift detector on CIFAR-10
    • Scaling up drift detection with KeOps
    • Model uncertainty based drift detection on CIFAR-10 and Wine-Quality datasets
    • Drift detection on molecular graphs
    • Online drift detection for Camelyon17 medical imaging dataset
    • Online Drift Detection on the Wine Quality Dataset
    • Interpretable drift detection with the spot-the-diff detector on MNIST and Wine-Quality datasets
    • Supervised drift detection on the penguins dataset
    • Drift detection on Amazon reviews
    • Text drift detection on IMDB movie reviews

Adversarial Detection

  • Methods
  • Examples

Deployment

  • Outlier, adversarial and drift detection on CIFAR10

Datasets

  • Overview

Models

  • Overview

API reference

  • API reference

Bibliography

  • Bibliography
alibi-detect
  • Examples
  • Edit on GitHub

Examples

  • Categorical and mixed type data drift detection on income prediction
  • Learned drift detectors on Adult Census
  • Learned drift detectors on CIFAR-10
  • Context-aware drift detection on news articles
  • Context-aware drift detection on ECGs
  • Model Distillation drift detector on CIFAR-10
  • Kolmogorov-Smirnov data drift detector on CIFAR-10
  • Maximum Mean Discrepancy drift detector on CIFAR-10
  • Scaling up drift detection with KeOps
  • Model uncertainty based drift detection on CIFAR-10 and Wine-Quality datasets
  • Drift detection on molecular graphs
  • Online drift detection for Camelyon17 medical imaging dataset
  • Online Drift Detection on the Wine Quality Dataset
  • Interpretable drift detection with the spot-the-diff detector on MNIST and Wine-Quality datasets
  • Supervised drift detection on the penguins dataset
  • Drift detection on Amazon reviews
  • Text drift detection on IMDB movie reviews
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