alibi-detect
v0.1.0
Overview
Getting Started
Algorithm Overview
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
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
Adversarial VAE detection on MNIST
API reference
API reference
alibi-detect
Docs
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Index
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Index
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A
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B
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C
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D
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E
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F
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G
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I
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L
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M
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N
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__init__() (alibi_detect.ad.AdversarialVAE method)
(alibi_detect.ad.adversarialvae.AdversarialVAE method)
(alibi_detect.models.autoencoder.AE method)
(alibi_detect.models.autoencoder.AEGMM method)
(alibi_detect.models.autoencoder.Decoder method)
(alibi_detect.models.autoencoder.EncoderAE method)
(alibi_detect.models.autoencoder.EncoderVAE method)
(alibi_detect.models.autoencoder.VAE method)
(alibi_detect.models.autoencoder.VAEGMM method)
(alibi_detect.utils.discretizer.Discretizer method)
A
abdm() (in module alibi_detect.utils.distance)
adversarial_prediction_dict() (in module alibi_detect.base)
AdversarialVAE (class in alibi_detect.ad)
(class in alibi_detect.ad.adversarialvae)
AE (class in alibi_detect.models.autoencoder)
AEGMM (class in alibi_detect.models.autoencoder)
alibi_detect.ad (module)
alibi_detect.ad.adversarialvae (module)
alibi_detect.base (module)
alibi_detect.cd (module)
alibi_detect.models (module)
alibi_detect.models.autoencoder (module)
alibi_detect.models.gmm (module)
alibi_detect.models.losses (module)
alibi_detect.models.trainer (module)
alibi_detect.utils (module)
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.visualize (module)
apply_mask() (in module alibi_detect.utils.perturbation)
B
BaseDetector (class in alibi_detect.base)
bins() (alibi_detect.utils.discretizer.Discretizer method)
Bunch (class in alibi_detect.utils.data)
C
call() (alibi_detect.models.autoencoder.AE method)
(alibi_detect.models.autoencoder.AEGMM method)
(alibi_detect.models.autoencoder.Decoder method)
(alibi_detect.models.autoencoder.EncoderAE method)
(alibi_detect.models.autoencoder.EncoderVAE method)
(alibi_detect.models.autoencoder.Sampling method)
(alibi_detect.models.autoencoder.VAE method)
(alibi_detect.models.autoencoder.VAEGMM method)
cityblock_batch() (in module alibi_detect.utils.distance)
create_outlier_batch() (in module alibi_detect.utils.data)
D
Decoder (class in alibi_detect.models.autoencoder)
discretize() (alibi_detect.utils.discretizer.Discretizer method)
Discretizer (class in alibi_detect.utils.discretizer)
E
elbo() (in module alibi_detect.models.losses)
EncoderAE (class in alibi_detect.models.autoencoder)
EncoderVAE (class in alibi_detect.models.autoencoder)
eucl_cosim_features() (in module alibi_detect.models.autoencoder)
F
fit() (alibi_detect.ad.AdversarialVAE method)
(alibi_detect.ad.adversarialvae.AdversarialVAE method)
(alibi_detect.base.FitMixin method)
FitMixin (class in alibi_detect.base)
G
gmm_energy() (in module alibi_detect.models.gmm)
gmm_params() (in module alibi_detect.models.gmm)
I
infer_threshold() (alibi_detect.ad.AdversarialVAE method)
(alibi_detect.ad.adversarialvae.AdversarialVAE method)
(alibi_detect.base.ThresholdMixin method)
L
loss_adv_vae() (in module alibi_detect.models.losses)
loss_aegmm() (in module alibi_detect.models.losses)
loss_vaegmm() (in module alibi_detect.models.losses)
M
meta() (alibi_detect.base.BaseDetector property)
multidim_scaling() (in module alibi_detect.utils.distance)
mvdm() (in module alibi_detect.utils.distance)
N
num2ord() (in module alibi_detect.utils.mapping)
O
ohe2ord() (in module alibi_detect.utils.mapping)
ohe2ord_shape() (in module alibi_detect.utils.mapping)
ord2num() (in module alibi_detect.utils.mapping)
ord2ohe() (in module alibi_detect.utils.mapping)
outlier_prediction_dict() (in module alibi_detect.base)
P
plot_feature_outlier_image() (in module alibi_detect.utils.visualize)
plot_feature_outlier_tabular() (in module alibi_detect.utils.visualize)
plot_feature_outlier_ts() (in module alibi_detect.utils.visualize)
plot_instance_score() (in module alibi_detect.utils.visualize)
predict() (alibi_detect.ad.AdversarialVAE method)
(alibi_detect.ad.adversarialvae.AdversarialVAE method)
(alibi_detect.base.BaseDetector method)
R
relative_euclidean_distance() (in module alibi_detect.utils.distance)
S
sample_df() (in module alibi_detect.utils.data)
Sampling (class in alibi_detect.models.autoencoder)
score() (alibi_detect.ad.AdversarialVAE method)
(alibi_detect.ad.adversarialvae.AdversarialVAE method)
(alibi_detect.base.BaseDetector method)
T
ThresholdMixin (class in alibi_detect.base)
trainer() (in module alibi_detect.models.trainer)
V
VAE (class in alibi_detect.models.autoencoder)
VAEGMM (class in alibi_detect.models.autoencoder)
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