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pypi.org "explainability" keyword

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

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
bacon-net 0.2.1
A neural network architecture for building fully explainable neural network for arithmetic and gr...
15 versions - Latest release: about 3 years ago - 1 dependent repositories - 626 downloads last month - 2 stars on GitHub - 1 maintainer
xomx 0.1.16
xomx: a python library for computational omics
15 versions - Latest release: about 1 year ago - 291 downloads last month - 7 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
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
groufi 0.0.3
A small library to compute group feature importance
3 versions - Latest release: over 2 years ago - 145 downloads last month - 5 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
xbooster 0.2.4
Explainable Boosted Scoring
5 versions - Latest release: about 20 hours ago - 154 downloads last month - 14 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
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
svreg 0.1.0.post2
Module to perform regression using Shapley Values.
2 versions - Latest release: over 2 years ago - 101 downloads last month - 2 maintainers
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
teex 1.1.3
A Toolbox for the Evaluation of Explanations
10 versions - Latest release: about 2 years ago - 1 dependent repositories - 369 downloads last month - 15 stars on GitHub - 1 maintainer
bioexp 0.0.4 💰
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
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
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
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
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
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
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
neer-match 0.7.39
NEural-symbolic Entity Reasoning and Matching
7 versions - Latest release: about 1 month ago - 380 downloads last month - 0 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
cfnow 0.0.6
Generate counterfactuals with ease. This package takes a model and point (with a certain class) a...
6 versions - Latest release: over 1 year ago - 219 downloads last month - 9 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
thetiscore 0.2.2
Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) ...
8 versions - Latest release: 5 months ago - 1 dependent package - 594 downloads last month - 5 stars on GitHub - 1 maintainer
thetis 0.2.2
Solution for AI system analysis regarding performance, uncertainty consistency (calibration), fai...
7 versions - Latest release: 5 months ago - 206 downloads last month - 5 stars on GitHub - 1 maintainer
xaiographs 1.2.0
Python library providing Explainability & Fairness AI functionalities
4 versions - Latest release: 6 months ago - 57 downloads last month - 3 stars on GitHub - 1 maintainer
acv-dev 0.0.15
ACV is a library that provides robust and accurate explanations for machine learning models or data
15 versions - Latest release: over 2 years ago - 1 dependent repositories - 6.98 thousand downloads last month - 99 stars on GitHub - 1 maintainer
acvt45 1.1.3
ACV is a library that provides robust and accurate explanations for machine learning models
3 versions - Latest release: over 3 years ago - 1 dependent repositories - 112 downloads last month - 99 stars on GitHub - 1 maintainer
Top 8.5% on pypi.org
acv-exp 1.2.3
ACV is a library that provides robust and accurate explanations for machine learning models or data
8 versions - Latest release: over 2 years ago - 1 dependent package - 3 dependent repositories - 1.73 thousand downloads last month - 99 stars on GitHub - 1 maintainer
Top 7.5% on pypi.org
explainx 2.38.2 💰
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
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
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
trainsense 0.5.1
Toolkit for PyTorch model analysis, profiling, and training optimization.
8 versions - Latest release: 8 days ago - 513 downloads last month - 0 stars on GitHub - 1 maintainer
Top 5.1% on pypi.org
tf-keras-vis 0.8.7
Neural network visualization toolkit for tf.keras
30 versions - Latest release: about 1 year ago - 18 dependent repositories - 5.64 thousand downloads last month - 324 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
abrain 1.0rc0.post7
NeuroEvolution in Python backed by C++ computations
5 versions - Latest release: 11 months ago - 5.33 thousand downloads last month - 1 stars on GitHub - 1 maintainer
contextual-ai 0.0.2
Contextual AI
2 versions - Latest release: about 4 years ago - 1 dependent repositories - 182 downloads last month - 87 stars on GitHub - 2 maintainers
trustyai 0.6.1
Python bindings to the TrustyAI explainability library.
28 versions - Latest release: 7 months ago - 2 dependent repositories - 1.38 thousand downloads last month - 12 stars on GitHub - 1 maintainer
sdqcpy 1.0.1
SDQCPy is a comprehensive Python package designed for synthetic data management, quality control,...
2 versions - Latest release: 7 months ago - 78 downloads last month - 6 stars on GitHub - 1 maintainer
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
aaanalysis 1.0.1
Python framework for interpretable protein prediction
8 versions - Latest release: 3 months ago - 517 downloads last month - 39 stars on GitHub - 1 maintainer
Top 9.1% on pypi.org
h1st 0.1.13
Human-First AI (H1st)
22 versions - Latest release: over 2 years ago - 3 dependent repositories - 628 downloads last month - 795 stars on GitHub - 1 maintainer
h1st-contrib 2.1.8.dev1
Human-First AI (H1st)
2 versions - Latest release: almost 2 years ago - 85 downloads last month - 796 stars on GitHub - 1 maintainer
influenciae 0.3.0
A Tensorflow Toolbox for Influence Functions
5 versions - Latest release: about 1 year ago - 1 dependent repositories - 259 downloads last month - 61 stars on GitHub - 4 maintainers
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
fwexplainerdashboard 0.3.6 💰
Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" mach...
2 versions - Latest release: almost 4 years ago - 1 dependent repositories - 55 downloads last month - 2,303 stars on GitHub - 1 maintainer
Top 2.1% on pypi.org
explainerdashboard 0.4.8 💰
Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" mach...
93 versions - Latest release: 4 months ago - 7 dependent packages - 26 dependent repositories - 81.2 thousand downloads last month - 2,303 stars on GitHub - 1 maintainer
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
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
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
Top 6.9% on pypi.org
streamlit-shap 1.0.2
Streamlit component for SHAP
3 versions - Latest release: about 3 years ago - 1 dependent package - 11 dependent repositories - 2.53 thousand downloads last month - 84 stars on GitHub - 1 maintainer
Top 6.2% on pypi.org
xai 0.1.0
XAI - An industry-ready machine learning library that ensures explainable AI by design
5 versions - Latest release: over 3 years ago - 24 dependent repositories - 583 downloads last month - 1,162 stars on GitHub - 1 maintainer
pgeon-xai 1.0.1
pgeon (or pgeon-xai) is a Python package that produces explanations for opaque agents using Polic...
2 versions - Latest release: about 1 year ago - 96 downloads last month - 7 stars on GitHub - 1 maintainer
torch-explain 1.5.1
PyTorch Explain: Explainable Deep Learning in Python.
22 versions - Latest release: almost 2 years ago - 3 dependent repositories - 994 downloads last month - 153 stars on GitHub - 1 maintainer
shaperone 0.41.6
Shaperone is a fork of the SHAP library, fixing open issues to improve usability.
5 versions - Latest release: almost 2 years ago - 927 downloads last month - 23,652 stars on GitHub - 1 maintainer
wmsd 1.0.0
TOPSIS ranking and interpretation using WMSD-space
1 version - Latest release: over 1 year ago - 27 downloads last month - 1 stars on GitHub - 2 maintainers
shap-legacy 0.36.0
A unified approach to explain the output of any machine learning model.
1 version - Latest release: over 4 years ago - 1 dependent repositories - 47 downloads last month - 23,652 stars on GitHub - 1 maintainer
gnnlens 0.1.0
Visualization toolkit for Graph Neural Network
1 version - Latest release: over 3 years ago - 1 dependent repositories - 87 downloads last month - 248 stars on GitHub - 1 maintainer
timeshap 1.0.4
KernelSHAP adaptation for recurrent models.
6 versions - Latest release: over 1 year ago - 1 dependent repositories - 1.33 thousand downloads last month - 171 stars on GitHub - 1 maintainer
xwhy 0.0.0.1
Explain Why (XWhy) with Statistical Model-agnostic Interpretability with Local Explanations (SMILE)
1 version - Latest release: almost 2 years ago - 67 downloads last month - 6 stars on GitHub - 2 maintainers
pyartemis 0.1.5
A Python package with explanation methods for extraction of feature interactions from predictive ...
6 versions - Latest release: over 1 year ago - 237 downloads last month - 29 stars on GitHub - 3 maintainers
carla-recourse 0.0.5
A library for counterfactual recourse
2 versions - Latest release: almost 3 years ago - 1 dependent repositories - 154 downloads last month - 263 stars on GitHub - 2 maintainers
parity-fairness 0.1.30
Measure bias from data and machine learning models.
29 versions - Latest release: over 4 years ago - 1 dependent repositories - 412 downloads last month - 6 stars on GitHub - 1 maintainer
wpdm3333 0.1.0
Warsztat Praktyka Data Mining
1 version - Latest release: about 1 year ago - 58 downloads last month - 0 stars on GitHub - 1 maintainer
xrf 0.1.1
ExPLAINABLE rANDOM fORESTS (xrf)
2 versions - Latest release: 5 months ago - 130 downloads last month - 2 stars on GitHub - 1 maintainer
xpotato 0.1.5
XAI human-in-the-loop information extraction framework
15 versions - Latest release: about 2 years ago - 2 dependent repositories - 475 downloads last month - 48 stars on GitHub - 1 maintainer
te2rules 1.0.1
Python Library to explain tree ensembles using rules
20 versions - Latest release: 12 months ago - 1.11 thousand downloads last month - 32 stars on GitHub - 1 maintainer
plenoptic 1.2.0
Python library for model-based stimulus synthesis.
5 versions - Latest release: 18 days ago - 784 downloads last month - 44 stars on GitHub - 1 maintainer
Top 3.0% on pypi.org
erroranalysis 0.5.5
Core error analysis APIs
61 versions - Latest release: 3 months ago - 2 dependent packages - 8 dependent repositories - 29.5 thousand downloads last month - 1,488 stars on GitHub - 1 maintainer
bunkatopics 0.46.1
Bunkatopics is a Topic Modeling package and Exploration Module
40 versions - Latest release: 11 months ago - 4.04 thousand downloads last month - 163 stars on GitHub - 1 maintainer
transformers-visualizer 0.2.2
Explain your 🤗 transformers without effort! Display the internal behavior of your model.
3 versions - Latest release: over 2 years ago - 138 downloads last month - 1 stars on GitHub - 1 maintainer
bhad 0.2.6
Bayesian Histogram-based Anomaly Detection
13 versions - Latest release: 3 months ago - 430 downloads last month - 9 stars on GitHub - 1 maintainer
Top 7.6% on pypi.org
flashtorch 0.1.3
Visualization toolkit for neural networks in PyTorch
12 versions - Latest release: almost 5 years ago - 4 dependent repositories - 266 downloads last month - 739 stars on GitHub - 1 maintainer
spectralexplain 0.0.3
Spectral Explainer: Scalable Feature Interaction Attribution
3 versions - Latest release: about 1 month ago - 522 downloads last month - 4 stars on GitHub - 1 maintainer
shapxplain 0.1.0
SHAP and LLM-based explanations for model interpretability
1 version - Latest release: about 2 months ago - 167 downloads last month - 1 maintainer
oracle-automlx 25.2.0
Automated Machine Learning with Explainability
10 versions - Latest release: 24 days ago - 1 dependent package - 1.7 thousand downloads last month - 28 stars on GitHub - 2 maintainers
ablation 0.1.0
Ablation studies for evaluating XAI methods
1 version - Latest release: over 2 years ago - 118 downloads last month - 15 stars on GitHub - 1 maintainer
whitebox-sdk 0.0.20
Whitebox is an open source E2E ML monitoring platform with edge capabilities that plays nicely wi...
8 versions - Latest release: about 2 years ago - 249 downloads last month - 183 stars on GitHub - 1 maintainer
xclingo 2.0b19
Tool for explaining and debugging Answer Set Programs.
14 versions - Latest release: 7 months ago - 1 dependent repositories - 384 downloads last month - 13 stars on GitHub - 1 maintainer
shapley-regression 0.0.1
For estimating Shapley values via linear regression.
1 version - Latest release: almost 4 years ago - 1 dependent repositories - 59 downloads last month - 67 stars on GitHub - 1 maintainer
goaledp 0.1.1
Library for processing goal-oriented agents. Processing is done on an event-driven mechanism. Eve...
9 versions - Latest release: 28 days ago - 140 downloads last month - 1 stars on GitHub - 1 maintainer
hippo-nn 0.1.0
HIPPO explainability toolkit for computational pathology.
1 version - Latest release: 8 months ago - 66 downloads last month - 12 stars on GitHub - 1 maintainer
antakia 0.4.6
AI made Xplainable
36 versions - Latest release: 11 months ago - 1.19 thousand downloads last month - 14 stars on GitHub - 2 maintainers
meta-optimizer-mdt-test 0.1.1
Meta-Optimizer Framework for optimization, meta-learning, explainability, and drift detection
2 versions - Latest release: about 2 months ago - 354 downloads last month - 0 stars on GitHub - 1 maintainer
cen 0.0a2
Contextual Explanation Networks.
2 versions - Latest release: about 5 years ago - 1 dependent repositories - 93 downloads last month - 11 stars on GitHub - 1 maintainer
litelearn 0.3.0
a python library for quickly building and evaluating models
18 versions - Latest release: almost 2 years ago - 478 downloads last month - 23,551 stars on GitHub - 1 maintainer
milosz7wpdm 0.1.1
Warsztat Praktyka Data Mining
1 version - Latest release: about 1 year ago - 38 downloads last month - 0 stars on GitHub - 1 maintainer
pytolemaic 0.15.4
Package for ML model analysis
56 versions - Latest release: almost 3 years ago - 1 dependent repositories - 899 downloads last month - 11 stars on GitHub - 1 maintainer
explainax 0.0.1
JAX-based Model Explanation and Interpretation Library
1 version - Latest release: almost 2 years ago - 45 downloads last month - 1 stars on GitHub - 1 maintainer