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pypi.org "interpretability" keyword

View the packages on the pypi.org package registry that are tagged with the "interpretability" keyword.

Top 3.7% on pypi.org
lit-nlp 1.3.1
πŸ”₯LIT: The Learning Interpretability Tool
20 versions - Latest release: 4 months ago - 2 dependent packages - 6 dependent repositories - 7.7 thousand downloads last month - 3,538 stars on GitHub - 6 maintainers
effector 0.1.6
An eXplainable AI package for tabular data.
42 versions - Latest release: 5 days ago - 1.44 thousand downloads last month - 84 stars on GitHub
Top 1.4% on pypi.org
grad-cam 1.5.5
Many Class Activation Map methods implemented in Pytorch for classification, segmentation, object...
33 versions - Latest release: 12 days ago - 12 dependent packages - 80 dependent repositories - 33.9 thousand downloads last month - 9,630 stars on GitHub - 2 maintainers
Top 1.8% on pypi.org
alibi 0.9.6
Algorithms for monitoring and explaining machine learning models
34 versions - Latest release: about 1 year ago - 8 dependent packages - 116 dependent repositories - 17.4 thousand downloads last month - 2,307 stars on GitHub - 4 maintainers
diffusers-interpret 0.5.0
diffusers-interpret: model explainability for πŸ€— Diffusers
11 versions - Latest release: over 2 years ago - 1 dependent repositories - 309 downloads last month - 275 stars on GitHub - 1 maintainer
craft-xai 0.0.3
Automatic Concept Extraction with CRAFT
3 versions - Latest release: over 1 year ago - 319 downloads last month - 683 stars on GitHub - 2 maintainers
Top 7.6% on pypi.org
xplique 1.4.0
Explanations toolbox for Tensorflow 2
24 versions - Latest release: 6 months ago - 2 dependent packages - 2 dependent repositories - 3.41 thousand downloads last month - 683 stars on GitHub - 2 maintainers
minicons 0.3.29
A package of useful functions to analyze transformer based language models.
98 versions - Latest release: about 13 hours ago - 1 dependent package - 1 dependent repositories - 4.68 thousand downloads last month - 136 stars on GitHub - 1 maintainer
pou-shap 0.41.0
A unified approach to explain the output of any machine learning model.
1 version - Latest release: almost 2 years ago - 59 downloads last month - 23,722 stars on GitHub - 1 maintainer
Top 1.1% on pypi.org
captum 0.8.0
Model interpretability for PyTorch
11 versions - Latest release: 23 days ago - 51 dependent packages - 312 dependent repositories - 291 thousand downloads last month - 4,615 stars on GitHub - 4 maintainers
powerlift 0.1.12
Interactive Benchmarking for Machine Learning.
15 versions - Latest release: 7 months ago - 403 downloads last month - 5,831 stars on GitHub - 1 maintainer
cfai 0.1.0
The package for counterfactual explanations on Pytorch platform
1 version - Latest release: about 4 years ago - 1 dependent repositories - 37 downloads last month - 46 stars on GitHub - 1 maintainer
Top 7.5% on pypi.org
nlp-feature-extractors 0.1.0
NLP Feature Extractors
4 versions - Latest release: over 2 years ago - 1 dependent package - 1 dependent repositories - 303 downloads last month - 1,241 stars on GitHub - 2 maintainers
scired 1.2.1
single cell interpretable Residual Decomposition
1 version - Latest release: 11 months ago - 66 downloads last month - 1 stars on GitHub - 1 maintainer
Top 1.1% on pypi.org
interpret 0.6.10
Fit interpretable models. Explain blackbox machine learning.
57 versions - Latest release: 24 days ago - 24 dependent packages - 95 dependent repositories - 194 thousand downloads last month - 5,979 stars on GitHub - 1 maintainer
scanvi-explainer 0.3.1
Exapliner of scANVI using SHAP
5 versions - Latest release: 7 months ago - 187 downloads last month - 1 stars on GitHub - 1 maintainer
Top 1.3% on pypi.org
interpret-core 0.6.10
Fit interpretable models. Explain blackbox machine learning.
36 versions - Latest release: 24 days ago - 5 dependent packages - 115 dependent repositories - 384 thousand downloads last month - 6,269 stars on GitHub - 1 maintainer
rim-interpret 0.0.5
Interpretability metrics for machine learning models
5 versions - Latest release: over 1 year ago - 156 downloads last month - 0 stars on GitHub - 1 maintainer
treeprompt 0.0.1
Tree prompting
1 version - Latest release: over 1 year ago - 46 downloads last month - 35 stars on GitHub - 1 maintainer
dnn-locate 0.2
dnn-locate is a Python module for discriminative features localization based on neural networks.
2 versions - Latest release: over 2 years ago - 1 dependent repositories - 54 downloads last month - 7 stars on GitHub - 1 maintainer
Top 0.3% on pypi.org
shap 0.47.2
A unified approach to explain the output of any machine learning model.
106 versions - Latest release: 2 days ago - 298 dependent packages - 2,655 dependent repositories - 7.06 million downloads last month - 23,551 stars on GitHub - 3 maintainers
trustee 1.1.6
This package implements the Trustee framework to extract decision tree explanation from black-box...
9 versions - Latest release: 11 months ago - 1 dependent repositories - 260 downloads last month - 33 stars on GitHub - 1 maintainer
canonical-sets 0.0.3
Exposing Algorithmic Bias with Canonical Sets.
3 versions - Latest release: about 2 years ago - 142 downloads last month - 6 stars on GitHub - 1 maintainer
bioexp 0.0.4 πŸ’°
Deep Learning model analysis toolbox
3 versions - Latest release: almost 5 years ago - 1 dependent repositories - 93 downloads last month - 29 stars on GitHub - 1 maintainer
eai-sparsify 1.1.3
Sparsify transformers with SAEs and transcoders
6 versions - Latest release: 2 days ago - 1 maintainer
ideal-words 0.1.0
A PyTorch implementation of ideal word computation.
1 version - Latest release: about 1 month ago - 178 downloads last month - 1 stars on GitHub - 1 maintainer
tree-influence 0.1.7
Influence Estimation for Gradient-Boosted Decision Trees
6 versions - Latest release: 11 months ago - 1 dependent repositories - 1.61 thousand downloads last month - 23 stars on GitHub - 1 maintainer
tsproto 0.3.0
Post-host prototype-based explanations with rules for time-series classifiers
4 versions - Latest release: 7 months ago - 222 downloads last month - 2 stars on GitHub - 1 maintainer
rld 0.1.1
A development tool for evaluation and interpretability of reinforcement learning agents.
2 versions - Latest release: over 4 years ago - 1 dependent repositories - 98 downloads last month - 2 stars on GitHub - 1 maintainer
Top 7.8% on pypi.org
concept-erasure 0.2.4
Erasing concepts from neural representations with provable guarantees
8 versions - Latest release: over 1 year ago - 1 dependent package - 3 dependent repositories - 533 downloads last month - 8 stars on GitHub - 1 maintainer
Top 7.2% on pypi.org
shap2 0.42.0
A unified approach to explain the output of any machine learning model.
3 versions - Latest release: over 2 years ago - 1 dependent repositories - 210 downloads last month - 23,721 stars on GitHub - 1 maintainer
virelay 0.5.0
ViRelAy is a web-based XAI tool for analyzing classifiers and their datasets by visualizing the s...
3 versions - Latest release: 4 days ago - 1 dependent repositories - 113 downloads last month - 27 stars on GitHub - 1 maintainer
corelay 0.2.1
Quickly compose single-machine analysis pipelines.
2 versions - Latest release: almost 3 years ago - 1 dependent repositories - 302 downloads last month - 28 stars on GitHub - 1 maintainer
psevencore 2025.3.45
pSeven Core is an integrated toolkit for design space exploration, optimization, and predictive m...
14 versions - Latest release: 4 days ago - 407 downloads last month - 21,543 stars on GitHub - 2 maintainers
molpipeline 0.10.2
Integration of rdkit functionality into sklearn pipelines.
13 versions - Latest release: 18 days ago - 2.32 thousand downloads last month - 23,719 stars on GitHub - 1 maintainer
nnsight 0.4.5
Package for interpreting and manipulating the internals of deep learning models.
72 versions - Latest release: about 1 month ago - 2 dependent packages - 1 dependent repositories - 7.99 thousand downloads last month - 155 stars on GitHub - 1 maintainer
partial-dependence 0.0.5
PartialDependence is a library for visualizing input-output relationships of machine learning mod...
5 versions - Latest release: about 7 years ago - 1 dependent repositories - 425 downloads last month - 27 stars on GitHub - 2 maintainers
lfa-toolbox 0.2
LFA Toolbox is an educational library to play with fuzzy systems
1 version - Latest release: over 6 years ago - 1 dependent repositories - 50 downloads last month - 13 stars on GitHub - 1 maintainer
Top 4.8% on pypi.org
sage-importance 0.0.6
For calculating global feature importance using Shapley values.
6 versions - Latest release: about 1 year ago - 1 dependent package - 4 dependent repositories - 1.09 thousand downloads last month - 267 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
pyss3 0.6.4
Python package that implements the SS3 text classifier (with visualizations tools for XAI)
28 versions - Latest release: about 4 years ago - 1 dependent repositories - 1.04 thousand downloads last month - 341 stars on GitHub - 1 maintainer
kgraph-ts 0.0.1
kGraph
1 version - Latest release: about 1 year ago - 67 downloads last month - 27 stars on GitHub - 1 maintainer
beexai 0.0.6
BEExAI: Benchmark to Evaluate Explainable AI
6 versions - Latest release: about 1 year ago - 268 downloads last month - 19 stars on GitHub - 2 maintainers
sinr 1.4.0
Build word and graph embeddings based on community detection in graphs.
24 versions - Latest release: 5 days ago - 1 dependent repositories - 477 downloads last month - 19 stars on GitHub - 2 maintainers
nam-pt 0.3
Neural Additive Models (PyTorch): Intepretable ML with Neural Nets
1 version - Latest release: over 4 years ago - 1 dependent repositories - 55 downloads last month - 23 stars on GitHub - 1 maintainer
Top 4.1% on pypi.org
transformers-interpret 0.10.0
Model explainability that works seamlessly with πŸ€— transformers. Explain your transformers model i...
36 versions - Latest release: about 2 years ago - 1 dependent package - 11 dependent repositories - 7.3 thousand downloads last month - 1,333 stars on GitHub - 1 maintainer
inseq 0.6.0
Interpretability for Sequence Generation Models πŸ”
6 versions - Latest release: about 1 year ago - 1 dependent package - 1 dependent repositories - 1.57 thousand downloads last month - 412 stars on GitHub - 1 maintainer
shapiq 1.2.3
Shapley Interactions for Machine Learning
14 versions - Latest release: 26 days ago - 5.62 thousand downloads last month - 504 stars on GitHub - 2 maintainers
codebook-features 0.1.2
Sparse and discrete interpretability tool for neural networks
3 versions - Latest release: about 1 year ago - 121 downloads last month - 61 stars on GitHub - 1 maintainer
timbertrek 0.1.7
A Python package to run TimberTrek in your computational notebooks.
8 versions - Latest release: over 2 years ago - 1 dependent package - 1 dependent repositories - 441 downloads last month - 160 stars on GitHub - 1 maintainer
Top 4.5% on pypi.org
torchcam 0.4.0 πŸ’°
Class activation maps for your PyTorch CNN models
9 versions - Latest release: over 1 year ago - 3 dependent packages - 9 dependent repositories - 10.1 thousand downloads last month - 2,146 stars on GitHub - 1 maintainer
acd 0.0.2
Hierarchical interpretatations and contextual decomposition in pytorch
2 versions - Latest release: about 4 years ago - 1 dependent repositories - 159 downloads last month - 128 stars on GitHub - 1 maintainer
Top 8.6% on pypi.org
quantus 0.5.3
A metrics toolkit to evaluate neural network explanations.
27 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 1.42 thousand downloads last month - 580 stars on GitHub - 1 maintainer
pyvene 0.1.7
Use Activation Intervention to Interpret Causal Mechanism of Model
16 versions - Latest release: 2 months ago - 1 dependent package - 2.51 thousand downloads last month - 728 stars on GitHub - 1 maintainer
thermostat-datasets 1.1.0
Collection of NLP model explanations and accompanying analysis tools
5 versions - Latest release: almost 2 years ago - 1 dependent package - 1 dependent repositories - 357 downloads last month - 145 stars on GitHub - 2 maintainers
Top 7.5% on pypi.org
explainx 2.38.2 πŸ’°
Explain and debug any black-box Machine Learning model.
56 versions - Latest release: over 4 years ago - 2 dependent repositories - 1.25 thousand downloads last month - 415 stars on GitHub - 2 maintainers
dime-xai 1.2.1
Explains DIETClassifier model predictions in Rasa chatbot framework.
20 versions - Latest release: over 2 years ago - 1 dependent repositories - 437 downloads last month - 2 stars on GitHub - 1 maintainer
transact-dr 1.0.1
TRANSACT
1 version - Latest release: over 4 years ago - 1 dependent repositories - 56 downloads last month - 3 stars on GitHub - 1 maintainer
interprets 0.5.0
Feature extraction from time series to support the creation of interpretable and explainable pred...
5 versions - Latest release: 3 months ago - 219 downloads last month - 11 stars on GitHub - 6 maintainers
autoprognosis 0.1.22
A system for automating the design of predictive modeling pipelines tailored for clinical prognosis.
22 versions - Latest release: 25 days ago - 1.03 thousand downloads last month - 140 stars on GitHub - 2 maintainers
cvplot 0.0.2
Understand machine learning models with Contribution-Value plots
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 54 downloads last month - 6 stars on GitHub - 1 maintainer
tuned-lens 0.2.0
Tools for understanding how transformer predictions are built layer-by-layer
8 versions - Latest release: almost 2 years ago - 1 dependent repositories - 615 downloads last month - 422 stars on GitHub - 1 maintainer
Top 2.3% on pypi.org
dice-ml 0.7.2
Generate Diverse Counterfactual Explanations for any machine learning model.
12 versions - Latest release: over 3 years ago - 5 dependent packages - 26 dependent repositories - 35.6 thousand downloads last month - 1,394 stars on GitHub - 2 maintainers
imodelsx 1.0.8
Library to explain a dataset in natural language.
29 versions - Latest release: 10 months ago - 1 dependent repositories - 1.3 thousand downloads last month - 163 stars on GitHub - 1 maintainer
awave 0.1
Adaptive wavelets
1 version - Latest release: over 3 years ago - 60 downloads last month - 74 stars on GitHub - 1 maintainer
fat-forensics 0.1.2
A Python Toolbox for Algorithmic Fairness, Accountability and Transparency
5 versions - Latest release: over 2 years ago - 4 dependent repositories - 304 downloads last month - 77 stars on GitHub - 1 maintainer
Top 3.2% on pypi.org
imodels 2.0.0
Implementations of various interpretable models
51 versions - Latest release: 6 months ago - 7 dependent packages - 4 dependent repositories - 28.7 thousand downloads last month - 1,443 stars on GitHub - 1 maintainer
tsinterpret 0.4.7
todo
35 versions - Latest release: 5 months ago - 1.09 thousand downloads last month - 131 stars on GitHub - 1 maintainer
Top 3.2% on pypi.org
tf-explain 0.3.1
Interpretability Callbacks for Tensorflow 2.0
7 versions - Latest release: over 3 years ago - 5 dependent packages - 43 dependent repositories - 3.83 thousand downloads last month - 1,018 stars on GitHub - 3 maintainers
exsum 1.0.0
Explanation Summary (ExSum)
1 version - Latest release: about 3 years ago - 1 dependent repositories - 51 downloads last month - 65 stars on GitHub - 1 maintainer
pyreft 0.1.0
REFT: Representation Finetuning for Language Models
9 versions - Latest release: 2 months ago - 1.79 thousand downloads last month - 1,137 stars on GitHub - 1 maintainer
jeli 1.0.2
Package for Joint Embedding-classifier Learning for Interpretability. Learns feature/item/user em...
2 versions - Latest release: 3 months ago - 93 downloads last month - 0 stars on GitHub - 1 maintainer
Top 2.8% on pypi.org
tensorflow-decision-forests 1.12.0
Collection of training and inference decision forest algorithms.
40 versions - Latest release: about 1 month ago - 6 dependent packages - 13 dependent repositories - 340 thousand downloads last month - 675 stars on GitHub - 2 maintainers
interpretme 1.3.2
An interpretable machine learning pipeline over knowledge graphs
8 versions - Latest release: almost 2 years ago - 260 downloads last month - 27 stars on GitHub - 3 maintainers
penzai 0.2.5
Penzai: A JAX research toolkit for building, editing, and visualizing neural networks.
12 versions - Latest release: 11 days ago - 1 dependent package - 2.82 thousand downloads last month - 1,602 stars on GitHub - 2 maintainers
Top 9.7% on pypi.org
ydf 0.11.0
YDF (short for Yggdrasil Decision Forests) is a library for training, serving, evaluating and ana...
23 versions - Latest release: about 1 month ago - 1 dependent repositories - 121 thousand downloads last month - 560 stars on GitHub - 2 maintainers
cv19index 1.1.4
COVID-19 Vulnerability Index
8 versions - Latest release: almost 5 years ago - 1 dependent repositories - 206 downloads last month - 23,652 stars on GitHub - 1 maintainer
Top 3.1% on pypi.org
stellargraph 1.2.1
Python library for machine learning on graphs
24 versions - Latest release: almost 5 years ago - 1 dependent package - 46 dependent repositories - 3.66 thousand downloads last month - 2,994 stars on GitHub - 3 maintainers
stellargraph-mvisani 1.3.1b0
Python library for machine learning on graphs
2 versions - Latest release: over 1 year ago - 73 downloads last month - 2,994 stars on GitHub - 1 maintainer
helmet 1.1.1
A python package for benchmarking interpretability techniques on Transformers.
8 versions - Latest release: 12 months ago - 491 downloads last month - 213 stars on GitHub - 1 maintainer
Top 7.0% on pypi.org
pycebox 0.0.1
The Python Individual Conditional Expectation Toolbox
1 version - Latest release: over 8 years ago - 1 dependent package - 10 dependent repositories - 271 downloads last month - 165 stars on GitHub - 1 maintainer
Top 4.2% on pypi.org
lucid 0.3.10
Collection of infrastructure and tools for research in neural network interpretability.
17 versions - Latest release: about 4 years ago - 126 dependent repositories - 991 downloads last month - 4,690 stars on GitHub - 1 maintainer
Top 9.2% on pypi.org
tcav 0.2.2
Testing with Concept Activation Vectors code
4 versions - Latest release: about 4 years ago - 2 dependent repositories - 258 downloads last month - 634 stars on GitHub - 2 maintainers
Top 4.2% on pypi.org
fasttreeshap 0.1.6
A fast implementation of TreeSHAP algorithm.
7 versions - Latest release: almost 2 years ago - 3 dependent packages - 4 dependent repositories - 71.6 thousand downloads last month - 534 stars on GitHub - 1 maintainer
Top 9.2% on pypi.org
nbdt 0.0.4
Making decision trees competitive with state-of-the-art neural networks on CIFAR10, CIFAR100, Tin...
3 versions - Latest release: about 5 years ago - 4 dependent repositories - 81 downloads last month - 606 stars on GitHub - 1 maintainer
Top 6.7% on pypi.org
zennit 0.5.1
Attribution of Neural Networks using PyTorch
15 versions - Latest release: about 2 years ago - 4 dependent packages - 4 dependent repositories - 1.81 thousand downloads last month - 217 stars on GitHub - 1 maintainer
Top 2.6% on pypi.org
dalex 1.7.2 πŸ’°
Responsible Machine Learning in Python
28 versions - Latest release: 2 months ago - 3 dependent packages - 13 dependent repositories - 24.5 thousand downloads last month - 1,370 stars on GitHub - 2 maintainers
Top 2.9% on pypi.org
shapash 2.7.9
Shapash is a Python library which aims to make machine learning interpretable and understandable ...
46 versions - Latest release: 30 days ago - 2 dependent packages - 19 dependent repositories - 11.8 thousand downloads last month - 2,711 stars on GitHub - 1 maintainer
ferret-xai 0.4.2
A python package for benchmarking interpretability approaches.
12 versions - Latest release: over 1 year ago - 1 dependent repositories - 542 downloads last month - 213 stars on GitHub - 1 maintainer
xper 0.0.89
XPER (eXplainable PERformance) is a methodology designed
83 versions - Latest release: 6 months ago - 1 dependent repositories - 1.8 thousand downloads last month - 17 stars on GitHub - 1 maintainer
lux-explainer 1.3.2
Universal Local Rule-based Explainer
7 versions - Latest release: 7 months ago - 1 dependent package - 215 downloads last month - 10 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
gamma-facet 2.1.1
Human-explainable AI.
26 versions - Latest release: over 1 year ago - 1 dependent repositories - 2.03 thousand downloads last month - 500 stars on GitHub - 1 maintainer
Top 4.2% on pypi.org
deeplift 0.6.6
DeepLIFT (Deep Learning Important FeaTures)
12 versions - Latest release: almost 7 years ago - 2 dependent packages - 13 dependent repositories - 875 downloads last month - 798 stars on GitHub - 2 maintainers
diagnnose 1.1
A library that facilitates a broad set of tools for analysing hidden activations of neural models.
3 versions - Latest release: about 4 years ago - 1 dependent repositories - 137 downloads last month - 81 stars on GitHub - 1 maintainer
misas 0.1.1
Model Interpretation through Sensitivity Analysis for Segmentation
7 versions - Latest release: over 2 years ago - 1 dependent repositories - 239 downloads last month - 6 stars on GitHub - 1 maintainer
responsibleai-vision 0.3.8
SDK API to assess image Machine Learning models.
15 versions - Latest release: 12 months ago - 437 downloads last month - 1,505 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
rai-test-utils 0.4.2
Common basic test utilities used across various RAI tools
7 versions - Latest release: about 1 year ago - 2.33 thousand downloads last month - 1,505 stars on GitHub - 1 maintainer
Top 3.3% on pypi.org
raiwidgets 0.36.0
Interactive visualizations to assess fairness, explain models, generate counterfactual examples, ...
49 versions - Latest release: 9 months ago - 1 dependent package - 10 dependent repositories - 8.71 thousand downloads last month - 1,505 stars on GitHub - 1 maintainer
Top 3.0% on pypi.org
responsibleai 0.36.0
SDK API to explain models, generate counterfactual examples, analyze causal effects and analyze e...
49 versions - Latest release: 9 months ago - 5 dependent packages - 5 dependent repositories - 30.4 thousand downloads last month - 1,505 stars on GitHub - 1 maintainer
responsibleai-text 0.2.7
SDK API to assess text Machine Learning models.
14 versions - Latest release: 12 months ago - 456 downloads last month - 1,505 stars on GitHub - 1 maintainer
explainableai 0.1.9 πŸ’°
A comprehensive package for Explainable AI and model interpretation
11 versions - Latest release: 7 months ago - 412 downloads last month - 28 stars on GitHub - 1 maintainer
Related Keywords
machine-learning 91 explainability 57 explainable-ai 51 deep-learning 44 xai 35 explainable-ml 27 python 26 pytorch 24 shap 19 visualization 19 data-science 19 ml 16 machine learning 15 gradient-boosting 14 interpretable-machine-learning 14 fairness 13 shapley 13 transformers 13 interpretable-ai 12 ai 12 artificial-intelligence 11 tensorflow 10 scikit-learn 10 jupyter 9 responsible-ai 9 fairness-ai 9 deep learning 9 neural-network 9 widgets 9 ui 8 widget 8 machinelearning 8 nlp 8 interpretable-ml 8 fairness-ml 8 natural-language-processing 8 error-analysis 8 data-analysis 8 data-visualization 8 iml 7 neural-networks 7 language-model 7 random-forest 6 bias 6 transparency 6 feature-attribution 5 feature-importance 5 explainable-artificial-intelligence 5 learning 5 regression 5 machine 5 lime 5 computer-vision 5 statistics 4 machine-learning-algorithms 4 counterfactual-explanations 4 keras 4 saliency-map 4 llm 4 language-models 4 blackbox 4 huggingface 4 interpretable-deep-learning 4 classification 4 explainable ai 4 large-language-models 4 cnn 3 xgboost 3 machine-learning-interpretability 3 mechanistic-interpretability 3 time-series 3 model-agnostic 3 rule-based 3 clustering 3 deep-neural-networks 3 tensor 3 explainable-machine-learning 3 interpretml 3 differential-privacy 3 Explainable AI 3 decision-trees 3 networkx 3 trees 3 Machine Learning 3 counterfactual 3 python3 3 natural language processing 3 XAI 3 captum 3 xai-library 3 explanations 3 sentiment-analysis 2 text-classification 2 gradcam 2 intervention 2 heterogeneous-networks 2 link-prediction 2 graphs 2 graph-neural-networks 2 causal-inference 2