v0.3.1
Overview
Getting Started
Algorithm overview
Roadmap
Methods
Anchors
Contrastive Explanation Method
Counterfactual Instances
Counterfactuals Guided by Prototypes
Trust Scores
Examples
Anchor explanations for income prediction
Anchor explanations on the Iris dataset
Anchor explanations for movie sentiment
Anchor explanations for ImageNet
Anchor explanations for fashion MNIST
Contrastive Explanations Method (CEM) applied to MNIST
Contrastive Explanations Method (CEM) applied to Iris dataset
Counterfactual instances on MNIST
Counterfactuals guided by prototypes on MNIST
Counterfactuals guided by prototypes on Boston housing dataset
Counterfactual explanations with one-hot encoded categorical variables
Counterfactual explanations with ordinally encoded categorical variables
Linearity measure applied to Iris
Linearity measure applied to fashion MNIST
Trust Scores applied to Iris
Trust Scores applied to MNIST
API reference
API reference
Alibi
Docs
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Index
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__init__() (alibi.confidence.LinearityMeasure method)
(alibi.confidence.model_linearity.LinearityMeasure method)
(alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
(alibi.explainers.anchor_base.AnchorBaseBeam method)
(alibi.explainers.anchor_explanation.AnchorExplanation method)
(alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.anchor_text.Neighbors method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.AnchorText method)
(alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactual method)
(alibi.explainers.counterfactual.CounterFactual method)
(alibi.explainers.CounterFactualProto method)
(alibi.utils.discretizer.Discretizer method)
A
abdm() (in module alibi.utils.distance)
add_names_to_exp() (alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.AnchorTabular method)
alibi (module)
alibi.confidence (module)
alibi.confidence.model_linearity (module)
alibi.confidence.trustscore (module)
alibi.datasets (module)
alibi.explainers (module)
alibi.explainers.anchor_base (module)
alibi.explainers.anchor_explanation (module)
alibi.explainers.anchor_image (module)
alibi.explainers.anchor_tabular (module)
alibi.explainers.anchor_text (module)
alibi.explainers.cem (module)
alibi.explainers.cfproto (module)
alibi.explainers.counterfactual (module)
alibi.outlier (module)
alibi.utils (module)
alibi.utils.data (module)
alibi.utils.discretizer (module)
alibi.utils.distance (module)
alibi.utils.download (module)
alibi.utils.gradients (module)
alibi.utils.mapping (module)
alibi.utils.tf (module)
alibi.version (module)
anchor_beam() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
AnchorBaseBeam (class in alibi.explainers.anchor_base)
AnchorExplanation (class in alibi.explainers.anchor_explanation)
AnchorImage (class in alibi.explainers)
(class in alibi.explainers.anchor_image)
AnchorTabular (class in alibi.explainers)
(class in alibi.explainers.anchor_tabular)
AnchorText (class in alibi.explainers)
(class in alibi.explainers.anchor_text)
argmax_grad() (in module alibi.utils.tf)
argmin_grad() (in module alibi.utils.tf)
attack() (alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactualProto method)
B
bins() (alibi.utils.discretizer.Discretizer method)
Bunch (class in alibi.utils.data)
C
CEM (class in alibi.explainers)
(class in alibi.explainers.cem)
cityblock_batch() (in module alibi.utils.distance)
compute_beta() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
CounterFactual (class in alibi.explainers)
(class in alibi.explainers.counterfactual)
CounterFactualProto (class in alibi.explainers)
(class in alibi.explainers.cfproto)
coverage() (alibi.explainers.anchor_explanation.AnchorExplanation method)
D
discretize() (alibi.utils.discretizer.Discretizer method)
Discretizer (class in alibi.utils.discretizer)
dlow_bernoulli() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
dup_bernoulli() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
E
examples() (alibi.explainers.anchor_explanation.AnchorExplanation method)
explain() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.AnchorText method)
(alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactual method)
(alibi.explainers.counterfactual.CounterFactual method)
(alibi.explainers.CounterFactualProto method)
F
features() (alibi.explainers.anchor_explanation.AnchorExplanation method)
fetch_adult() (in module alibi.datasets)
fetch_imagenet() (in module alibi.datasets)
fetch_movie_sentiment() (in module alibi.datasets)
filter_by_distance_knn() (alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
filter_by_probability_knn() (alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
fit() (alibi.confidence.LinearityMeasure method)
(alibi.confidence.model_linearity.LinearityMeasure method)
(alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactual method)
(alibi.explainers.counterfactual.CounterFactual method)
(alibi.explainers.CounterFactualProto method)
G
gen_category_map() (in module alibi.utils.data)
get_anchor_from_tuple() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
get_gradients() (alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactualProto method)
get_initial_statistics() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
get_sample_fn() (alibi.explainers.anchor_image.AnchorImage method)
(alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorImage method)
(alibi.explainers.AnchorTabular method)
(alibi.explainers.AnchorText method)
get_sample_fns() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
K
kl_bernoulli() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
L
linearity_measure() (in module alibi.confidence)
(in module alibi.confidence.model_linearity)
LinearityMeasure (class in alibi.confidence)
(class in alibi.confidence.model_linearity)
loss_fn() (alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactualProto method)
lucb() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
M
make_tuples() (alibi.explainers.anchor_base.AnchorBaseBeam static method)
matrix_subset() (in module alibi.explainers.anchor_base)
multidim_scaling() (in module alibi.utils.distance)
mvdm() (in module alibi.utils.distance)
N
names() (alibi.explainers.anchor_explanation.AnchorExplanation method)
Neighbors (class in alibi.explainers.anchor_text)
neighbors() (alibi.explainers.anchor_text.Neighbors method)
num_grad_batch() (in module alibi.utils.gradients)
num_to_ord() (in module alibi.utils.mapping)
O
ohe_to_ord() (in module alibi.utils.mapping)
ohe_to_ord_shape() (in module alibi.utils.mapping)
one_hot_grad() (in module alibi.utils.tf)
ord_to_num() (in module alibi.utils.mapping)
ord_to_ohe() (in module alibi.utils.mapping)
overlay_mask() (alibi.explainers.anchor_image.AnchorImage static method)
(alibi.explainers.AnchorImage static method)
P
perturb() (alibi.explainers.CEM method)
(alibi.explainers.cem.CEM method)
(in module alibi.utils.gradients)
perturb_sentence() (alibi.explainers.anchor_text.AnchorText method)
(alibi.explainers.AnchorText method)
precision() (alibi.explainers.anchor_explanation.AnchorExplanation method)
R
round_grad() (in module alibi.utils.tf)
S
sample_from_train() (alibi.explainers.anchor_tabular.AnchorTabular method)
(alibi.explainers.AnchorTabular method)
score() (alibi.confidence.LinearityMeasure method)
(alibi.confidence.model_linearity.LinearityMeasure method)
(alibi.confidence.TrustScore method)
(alibi.confidence.trustscore.TrustScore method)
(alibi.explainers.cfproto.CounterFactualProto method)
(alibi.explainers.CounterFactualProto method)
spacy_model() (in module alibi.utils.download)
T
TrustScore (class in alibi.confidence)
(class in alibi.confidence.trustscore)
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