alibi-detect
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Overview

  • Getting Started
  • Algorithm Overview
  • Roadmap

Methods

  • Mahalanobis Outlier Detector
  • Isolation Forest Outlier Detector
  • Variational Auto-Encoder Outlier Detector
  • Variational Auto-Encoding Gaussian Mixture Model Outlier Detector
  • Auto-Encoding Gaussian Mixture Model Outlier Detector
  • Prophet Outlier Detector
  • Spectral Residual Outlier Detector
  • Variational Auto-Encoder Adversarial Detector

Examples

  • Mahalanobis outlier detection on KDD Cup ‘99 dataset
  • Isolation Forest outlier detection on KDD Cup ‘99 dataset
  • VAE outlier detection on KDD Cup ‘99 dataset
  • VAE outlier detection on CIFAR10
  • AEGMM and VAEGMM outlier detection on KDD Cup ‘99 dataset
  • Time-series outlier detection using Prophet on weather data
  • Time series outlier detection with Spectral Residuals on synthetic data
  • Adversarial VAE detection on MNIST

API reference

  • API reference
    • alibi_detect package
alibi-detect
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  • alibi_detect
  • Edit on GitHub

alibi_detect¶

  • alibi_detect package
    • Subpackages
      • alibi_detect.ad package
        • Submodules
          • alibi_detect.ad.adversarialvae module
      • alibi_detect.cd package
      • alibi_detect.metrics package
        • Submodules
          • alibi_detect.metrics.data module
          • alibi_detect.metrics.utils module
      • alibi_detect.models package
        • Submodules
          • alibi_detect.models.autoencoder module
          • alibi_detect.models.gmm module
          • alibi_detect.models.losses module
          • alibi_detect.models.trainer module
      • alibi_detect.od package
        • Submodules
          • alibi_detect.od.aegmm module
          • alibi_detect.od.isolationforest module
          • alibi_detect.od.mahalanobis module
          • alibi_detect.od.prophet module
          • alibi_detect.od.sr module
          • alibi_detect.od.vae module
          • alibi_detect.od.vaegmm module
      • alibi_detect.utils package
        • Submodules
          • alibi_detect.utils.data module
          • alibi_detect.utils.discretizer module
          • alibi_detect.utils.distance module
          • alibi_detect.utils.mapping module
          • alibi_detect.utils.perturbation module
          • alibi_detect.utils.saving module
          • alibi_detect.utils.visualize module
    • Submodules
      • alibi_detect.base module
      • alibi_detect.datasets module
      • alibi_detect.version module
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