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pypi.org "interpretability" keyword

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

craft-xai 0.0.3
Automatic Concept Extraction with CRAFT
3 versions - Latest release: about 2 years ago - 49 downloads last month - 688 stars on GitHub - 2 maintainers
partial-dependence 0.0.5
PartialDependence is a library for visualizing input-output relationships of machine learning mod...
5 versions - Latest release: over 7 years ago - 1 dependent repositories - 267 downloads last month - 27 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: almost 5 years ago - 1 dependent repositories - 13 downloads last month - 24,272 stars on GitHub - 1 maintainer
molpipeline 0.10.3
Integration of rdkit functionality into sklearn pipelines.
14 versions - Latest release: about 2 months ago - 2.76 thousand downloads last month - 23,858 stars on GitHub - 1 maintainer
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 - 9 downloads last month - 13 stars on GitHub - 1 maintainer
eai-sparsify 1.1.3
Sparsify transformers with SAEs and transcoders
6 versions - Latest release: 5 months ago - 616 downloads last month - 1 maintainer
labl 0.1.1
Word-level Quality Estimation Toolkit
2 versions - Latest release: 4 months ago - 25 downloads last month - 1 stars on GitHub - 1 maintainer
Top 6.9% on pypi.org
streamlit-shap 1.0.2
Streamlit component for SHAP
3 versions - Latest release: over 3 years ago - 1 dependent package - 11 dependent repositories - 4.28 thousand downloads last month - 86 stars on GitHub - 1 maintainer
cv19index 1.1.4
COVID-19 Vulnerability Index
8 versions - Latest release: over 5 years ago - 1 dependent repositories - 54 downloads last month - 23,820 stars on GitHub - 1 maintainer
dime-xai 1.2.1
Explains DIETClassifier model predictions in Rasa chatbot framework.
20 versions - Latest release: almost 3 years ago - 1 dependent repositories - 40 downloads last month - 2 stars on GitHub - 1 maintainer
scired 1.2.1
single cell interpretable Residual Decomposition
1 version - Latest release: over 1 year ago - 20 downloads last month - 5 stars on GitHub - 1 maintainer
transact-dr 1.0.1
TRANSACT
1 version - Latest release: almost 5 years ago - 1 dependent repositories - 13 downloads last month - 3 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 - 252 downloads last month - 162 stars on GitHub - 1 maintainer
cfai 0.1.0
The package for counterfactual explanations on Pytorch platform
1 version - Latest release: over 4 years ago - 1 dependent repositories - 7 downloads last month - 50 stars on GitHub - 1 maintainer
beexai 0.0.6
BEExAI: Benchmark to Evaluate Explainable AI
6 versions - Latest release: over 1 year ago - 48 downloads last month - 20 stars on GitHub - 2 maintainers
ferret-xai 0.4.2
A python package for benchmarking interpretability approaches.
12 versions - Latest release: over 1 year ago - 1 dependent repositories - 152 downloads last month - 213 stars on GitHub - 1 maintainer
tsproto 0.3.0
Post-host prototype-based explanations with rules for time-series classifiers
4 versions - Latest release: 12 months ago - 30 downloads last month - 5 stars on GitHub - 1 maintainer
helmet 1.1.1
A python package for benchmarking interpretability techniques on Transformers.
8 versions - Latest release: over 1 year ago - 167 downloads last month - 213 stars on GitHub - 1 maintainer
clarityai 1.0.0
ClarityAI is a Python package designed to empower machine learning practitioners with a wide rang...
1 version - Latest release: about 2 years ago - 17 downloads last month - 1 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: over 2 years ago - 9 downloads last month - 6 stars on GitHub - 2 maintainers
awave 0.1
Adaptive wavelets
1 version - Latest release: almost 4 years ago - 252 downloads last month - 81 stars on GitHub - 1 maintainer
cle-sh 0.1.0
CLE-SH: Comprehensive Literal Explanation package for SHapley values by statistical validity (arX...
1 version - Latest release: 20 days ago - 0 stars on GitHub - 1 maintainer
metapredictor 0.0.0
A Human-Centered Evaluation Framework for Explainability Methods
1 version - Latest release: almost 3 years ago - 13 downloads last month - 4 stars on GitHub - 1 maintainer
Top 4.2% on pypi.org
fasttreeshap 0.1.6
A fast implementation of TreeSHAP algorithm.
7 versions - Latest release: about 2 years ago - 3 dependent packages - 4 dependent repositories - 78.4 thousand downloads last month - 538 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 - 95 downloads last month - 165 stars on GitHub - 1 maintainer
codebook-features 0.1.2
Sparse and discrete interpretability tool for neural networks
3 versions - Latest release: over 1 year ago - 15 downloads last month - 63 stars on GitHub - 1 maintainer
te2rules 1.0.1
Python Library to explain tree ensembles using rules
20 versions - Latest release: over 1 year ago - 475 downloads last month - 57 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.
13 versions - Latest release: almost 4 years ago - 5 dependent packages - 26 dependent repositories - 30.7 thousand downloads last month - 1,435 stars on GitHub - 2 maintainers
graphpatch 0.2.3
graphpatch is a library for activation patching on PyTorch neural network models.
5 versions - Latest release: 11 months ago - 43 downloads last month - 18 stars on GitHub - 1 maintainer
nam-pt 0.3
Neural Additive Models (PyTorch): Intepretable ML with Neural Nets
1 version - Latest release: almost 5 years ago - 1 dependent repositories - 27 downloads last month - 25 stars on GitHub - 1 maintainer
patternlocal 1.0.1
PatternLocal explanations for machine learning models
2 versions - Latest release: 3 months ago - 151 downloads last month - 0 stars on GitHub - 1 maintainer
Top 3.7% on pypi.org
lit-nlp 1.3.1
πŸ”₯LIT: The Learning Interpretability Tool
20 versions - Latest release: 9 months ago - 2 dependent packages - 6 dependent repositories - 7.5 thousand downloads last month - 3,583 stars on GitHub - 6 maintainers
eleuther-elk 0.1.1
Keeping language models honest by directly eliciting knowledge encoded in their activations
2 versions - Latest release: about 2 years ago - 16 downloads last month - 1 maintainer
shapxplain 0.1.0
SHAP and LLM-based explanations for model interpretability
1 version - Latest release: 6 months ago - 6 downloads last month - 1 maintainer
explainax 0.0.1
JAX-based Model Explanation and Interpretation Library
1 version - Latest release: over 2 years ago - 66 downloads last month - 1 stars on GitHub - 1 maintainer
pyartemis 0.1.5
A Python package with explanation methods for extraction of feature interactions from predictive ...
6 versions - Latest release: almost 2 years ago - 87 downloads last month - 30 stars on GitHub - 3 maintainers
meitorch 0.223
Generate Most Exciting Input to explore and understand PyTorch model's behavior by identifying in...
5 versions - Latest release: over 1 year ago - 28 downloads last month - 1 stars on GitHub - 1 maintainer
virelay 1.0.0
ViRelAy is a web-based XAI tool for analyzing classifiers and their datasets by visualizing the s...
6 versions - Latest release: about 1 month ago - 1 dependent repositories - 44 downloads last month - 27 stars on GitHub - 1 maintainer
hypogenic 0.3.5
A package for generating and evaluating hypotheses.
8 versions - Latest release: about 2 months ago - 558 downloads last month - 77 stars on GitHub - 2 maintainers
cen 0.0a2
Contextual Explanation Networks.
2 versions - Latest release: over 5 years ago - 1 dependent repositories - 16 downloads last month - 11 stars on GitHub - 1 maintainer
smace 0.0
Semi-Model-Agnostic Contextual Explainer library
1 version - Latest release: almost 3 years ago - 7 downloads last month - 10 stars on GitHub - 1 maintainer
xper 0.0.89
XPER (eXplainable PERformance) is a methodology designed
83 versions - Latest release: 11 months ago - 1 dependent repositories - 364 downloads last month - 16 stars on GitHub - 1 maintainer
lux-explainer 1.3.2
Universal Local Rule-based Explainer
7 versions - Latest release: 12 months ago - 1 dependent package - 39 downloads last month - 10 stars on GitHub - 1 maintainer
mda-learn 0.1.1
Manifold Discovery and Analysis (MDA) algorithm for deep learning feature space analysis.
2 versions - Latest release: almost 2 years ago - 17 downloads last month - 23 stars on GitHub - 1 maintainer
knowledge-neurons 0.0.2
A library for finding knowledge neurons in pretrained transformer models
2 versions - Latest release: about 4 years ago - 1 dependent repositories - 29 downloads last month - 157 stars on GitHub - 1 maintainer
trelawney 0.3.1
Generic Interpretability package
4 versions - Latest release: over 5 years ago - 1 dependent repositories - 18 downloads last month - 58 stars on GitHub - 1 maintainer
torchprism 2.0.0
Principal Image Sections Mapping for PyTorch
4 versions - Latest release: almost 3 years ago - 1 dependent repositories - 13 downloads last month - 46 stars on GitHub - 1 maintainer
unseal 0.2.1
Unseal: A collection of infrastructure and tools for research in transformer interpretability.
10 versions - Latest release: over 3 years ago - 1 dependent repositories - 20 downloads last month - 51 stars on GitHub - 1 maintainer
layerssustainabilityanalysis 1.0.4
A Python library that analyzes the layer sustainability of neural networks
5 versions - Latest release: over 3 years ago - 1 dependent repositories - 31 downloads last month - 17 stars on GitHub - 1 maintainer
xai-benchmark 0.3.0
Benchmark for Explainable AI methods
3 versions - Latest release: over 2 years ago - 15 downloads last month - 6 stars on GitHub - 1 maintainer
sentence-embeddings 0.0.4
Search and visualize sentence embeddings.
4 versions - Latest release: almost 4 years ago - 1 dependent repositories - 12 downloads last month - 0 stars on GitHub - 1 maintainer
explainableai 0.1.9 πŸ’°
A comprehensive package for Explainable AI and model interpretation
11 versions - Latest release: 11 months ago - 46 downloads last month - 27 stars on GitHub - 1 maintainer
interpretme 1.3.2
An interpretable machine learning pipeline over knowledge graphs
8 versions - Latest release: about 2 years ago - 65 downloads last month - 27 stars on GitHub - 3 maintainers
Top 6.7% on pypi.org
zennit 1.0.0
Attribution of Neural Networks using PyTorch
16 versions - Latest release: about 1 month ago - 4 dependent packages - 4 dependent repositories - 3.05 thousand downloads last month - 228 stars on GitHub - 1 maintainer
harmonization 0.0.9
Aligning Human & Machine vision
8 versions - Latest release: over 2 years ago - 40 downloads last month - 52 stars on GitHub - 1 maintainer
mlflow-advanced 1.0.0
A high-performance machine learning library with advanced algorithms and utilities
1 version - Latest release: 4 months ago - 130 downloads last month - 0 stars on GitHub - 1 maintainer
coret 0.1.1
Surrogate based Concept Retrieval for Large Datasets
2 versions - Latest release: about 1 month ago
bioexp 0.0.4 πŸ’°
Deep Learning model analysis toolbox
3 versions - Latest release: about 5 years ago - 1 dependent repositories - 18 downloads last month - 29 stars on GitHub - 1 maintainer
Top 3.0% on pypi.org
erroranalysis 0.5.5
Core error analysis APIs
61 versions - Latest release: 7 months ago - 2 dependent packages - 8 dependent repositories - 23.9 thousand downloads last month - 1,565 stars on GitHub - 1 maintainer
discern-xai 0.0.27
DisCERN: Discovering Counterfactual Explanations using Relevance Features from Neighbourhoods
8 versions - Latest release: over 2 years ago - 1 dependent repositories - 34 downloads last month - 5 stars on GitHub - 1 maintainer
keymorph 2.0.1
KeyMorph is a deep learning-based image registration framework that relies on automatically extra...
6 versions - Latest release: about 1 year ago - 48 downloads last month - 80 stars on GitHub - 1 maintainer
shapley-regression 0.0.1
For estimating Shapley values via linear regression.
1 version - Latest release: over 4 years ago - 1 dependent repositories - 12 downloads last month - 68 stars on GitHub - 1 maintainer
scanvi-explainer 0.3.1
Exapliner of scANVI using SHAP
5 versions - Latest release: 11 months ago - 35 downloads last month - 3 stars on GitHub - 1 maintainer
Top 2.7% on pypi.org
raiutils 0.4.2
Common basic utilities used across various RAI tools
7 versions - Latest release: over 1 year ago - 9 dependent packages - 8 dependent repositories - 113 thousand downloads last month - 1,586 stars on GitHub - 1 maintainer
exsum 1.0.0
Explanation Summary (ExSum)
1 version - Latest release: over 3 years ago - 1 dependent repositories - 12 downloads last month - 64 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: over 2 years ago - 60 downloads last month - 24,118 stars on GitHub - 1 maintainer
random-forestry 0.10.0 removed
Random forest estimator
2 versions - Latest release: over 2 years ago - 511 downloads last month - 35 stars on GitHub - 1 maintainer
quanda 0.0.4
Toolkit for quantitative evaluation of data attribution methods in PyTorch.
3 versions - Latest release: 8 months ago - 630 downloads last month - 36 stars on GitHub - 1 maintainer
embgam 0.3 removed
Emb-GAM: an Interpretable and Efficient Predictor using Pre-trained Language Models
3 versions - Latest release: almost 3 years ago - 73 downloads last month - 6 stars on GitHub - 1 maintainer
Related Keywords
machine-learning 97 explainability 60 explainable-ai 57 deep-learning 46 xai 39 explainable-ml 28 python 27 pytorch 27 shap 20 visualization 19 data-science 19 machine learning 16 ml 16 interpretable-machine-learning 15 gradient-boosting 15 interpretable-ai 14 shapley 13 transformers 13 ai 13 fairness 13 artificial-intelligence 12 tensorflow 11 scikit-learn 11 deep learning 10 interpretable-ml 10 responsible-ai 9 nlp 9 widgets 9 neural-networks 9 jupyter 9 neural-network 9 fairness-ai 9 ui 8 natural-language-processing 8 widget 8 machinelearning 8 fairness-ml 8 error-analysis 8 data-visualization 8 data-analysis 8 language-model 7 iml 7 transparency 7 lime 6 learning 6 regression 6 random-forest 6 feature-attribution 6 machine 6 bias 6 computer-vision 6 Machine Learning 5 Explainable AI 5 classification 5 statistics 5 explainable ai 5 XAI 5 feature-importance 5 explainable-artificial-intelligence 5 Artificial Intelligence 4 counterfactual-explanations 4 huggingface 4 llm 4 natural language processing 4 interpretable-deep-learning 4 large-language-models 4 Interpretability 4 machine-learning-algorithms 4 keras 4 blackbox 4 saliency-map 4 language-models 4 counterfactual 4 clustering 3 machine-learning-interpretability 3 Deep Learning 3 networkx 3 python3 3 captum 3 time-series 3 cnn 3 deep-neural-networks 3 xgboost 3 differential-privacy 3 interpretml 3 explanations 3 explanation 3 trees 3 model-agnostic 3 attribution 3 tensor 3 lrp 3 neural networks 3 xai-library 3 decision-trees 3 grad-cam 3 optimization 3 mechanistic-interpretability 3 rule-based 3 explainable-machine-learning 3