Ecosyste.ms: Packages
An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.
pypi.org "interpretability" keyword
Top 0.3% on pypi.org
102 versions - Latest release: 27 days ago - 298 dependent packages - 2,655 dependent repositories - 6.88 million downloads last month - 21,543 stars on GitHub - 3 maintainers
shap 0.45.1
A unified approach to explain the output of any machine learning model.102 versions - Latest release: 27 days ago - 298 dependent packages - 2,655 dependent repositories - 6.88 million downloads last month - 21,543 stars on GitHub - 3 maintainers
Top 2.8% on pypi.org
35 versions - Latest release: 26 days ago - 6 dependent packages - 13 dependent repositories - 218 thousand downloads last month - 651 stars on GitHub - 2 maintainers
tensorflow-decision-forests 1.9.1
Collection of training and inference decision forest algorithms.35 versions - Latest release: 26 days ago - 6 dependent packages - 13 dependent repositories - 218 thousand downloads last month - 651 stars on GitHub - 2 maintainers
Top 1.1% on pypi.org
10 versions - Latest release: 6 months ago - 51 dependent packages - 312 dependent repositories - 217 thousand downloads last month - 4,418 stars on GitHub - 4 maintainers
captum 0.7.0
Model interpretability for PyTorch10 versions - Latest release: 6 months ago - 51 dependent packages - 312 dependent repositories - 217 thousand downloads last month - 4,418 stars on GitHub - 4 maintainers
Top 1.3% on pypi.org
27 versions - Latest release: about 2 months ago - 5 dependent packages - 115 dependent repositories - 197 thousand downloads last month - 5,979 stars on GitHub - 1 maintainer
interpret-core 0.6.1
Fit interpretable models. Explain blackbox machine learning.27 versions - Latest release: about 2 months ago - 5 dependent packages - 115 dependent repositories - 197 thousand downloads last month - 5,979 stars on GitHub - 1 maintainer
Top 2.7% on pypi.org
7 versions - Latest release: about 2 months ago - 9 dependent packages - 8 dependent repositories - 130 thousand downloads last month - 1,227 stars on GitHub - 1 maintainer
raiutils 0.4.2
Common basic utilities used across various RAI tools7 versions - Latest release: about 2 months ago - 9 dependent packages - 8 dependent repositories - 130 thousand downloads last month - 1,227 stars on GitHub - 1 maintainer
Top 1.1% on pypi.org
48 versions - Latest release: about 2 months ago - 24 dependent packages - 95 dependent repositories - 77.4 thousand downloads last month - 5,979 stars on GitHub - 1 maintainer
interpret 0.6.1
Fit interpretable models. Explain blackbox machine learning.48 versions - Latest release: about 2 months ago - 24 dependent packages - 95 dependent repositories - 77.4 thousand downloads last month - 5,979 stars on GitHub - 1 maintainer
Top 3.2% on pypi.org
48 versions - Latest release: 3 months ago - 7 dependent packages - 4 dependent repositories - 71.8 thousand downloads last month - 1,234 stars on GitHub - 1 maintainer
imodels 1.4.3
Implementations of various interpretable models48 versions - Latest release: 3 months ago - 7 dependent packages - 4 dependent repositories - 71.8 thousand downloads last month - 1,234 stars on GitHub - 1 maintainer
Top 2.3% on pypi.org
12 versions - Latest release: over 2 years ago - 5 dependent packages - 26 dependent repositories - 54 thousand downloads last month - 1,203 stars on GitHub - 2 maintainers
dice-ml 0.7.2
Generate Diverse Counterfactual Explanations for any machine learning model.12 versions - Latest release: over 2 years ago - 5 dependent packages - 26 dependent repositories - 54 thousand downloads last month - 1,203 stars on GitHub - 2 maintainers
Top 3.0% on pypi.org
60 versions - Latest release: about 2 months ago - 2 dependent packages - 8 dependent repositories - 49.4 thousand downloads last month - 1,235 stars on GitHub - 1 maintainer
erroranalysis 0.5.4
Core error analysis APIs60 versions - Latest release: about 2 months ago - 2 dependent packages - 8 dependent repositories - 49.4 thousand downloads last month - 1,235 stars on GitHub - 1 maintainer
Top 3.0% on pypi.org
48 versions - Latest release: about 2 months ago - 5 dependent packages - 5 dependent repositories - 46.5 thousand downloads last month - 1,238 stars on GitHub - 1 maintainer
responsibleai 0.35.0
SDK API to explain models, generate counterfactual examples, analyze causal effects and analyze e...48 versions - Latest release: about 2 months ago - 5 dependent packages - 5 dependent repositories - 46.5 thousand downloads last month - 1,238 stars on GitHub - 1 maintainer
Top 1.4% on pypi.org
30 versions - Latest release: 6 months ago - 12 dependent packages - 80 dependent repositories - 43.2 thousand downloads last month - 9,630 stars on GitHub - 2 maintainers
grad-cam 1.5.0
Many Class Activation Map methods implemented in Pytorch for classification, segmentation, object...30 versions - Latest release: 6 months ago - 12 dependent packages - 80 dependent repositories - 43.2 thousand downloads last month - 9,630 stars on GitHub - 2 maintainers
Top 4.2% on pypi.org
7 versions - Latest release: 11 months ago - 3 dependent packages - 4 dependent repositories - 38.3 thousand downloads last month - 492 stars on GitHub - 1 maintainer
fasttreeshap 0.1.6
A fast implementation of TreeSHAP algorithm.7 versions - Latest release: 11 months ago - 3 dependent packages - 4 dependent repositories - 38.3 thousand downloads last month - 492 stars on GitHub - 1 maintainer
Top 4.1% on pypi.org
36 versions - Latest release: about 1 year ago - 1 dependent package - 11 dependent repositories - 25.5 thousand downloads last month - 1,213 stars on GitHub - 1 maintainer
transformers-interpret 0.10.0
Model explainability that works seamlessly with π€ transformers. Explain your transformers model i...36 versions - Latest release: about 1 year ago - 1 dependent package - 11 dependent repositories - 25.5 thousand downloads last month - 1,213 stars on GitHub - 1 maintainer
Top 2.6% on pypi.org
26 versions - Latest release: 3 months ago - 3 dependent packages - 13 dependent repositories - 18.9 thousand downloads last month - 1,334 stars on GitHub - 2 maintainers
dalex 1.7.0 π°
Responsible Machine Learning in Python26 versions - Latest release: 3 months ago - 3 dependent packages - 13 dependent repositories - 18.9 thousand downloads last month - 1,334 stars on GitHub - 2 maintainers
Top 1.8% on pypi.org
34 versions - Latest release: about 2 months ago - 8 dependent packages - 116 dependent repositories - 16.1 thousand downloads last month - 2,307 stars on GitHub - 4 maintainers
alibi 0.9.6
Algorithms for monitoring and explaining machine learning models34 versions - Latest release: about 2 months ago - 8 dependent packages - 116 dependent repositories - 16.1 thousand downloads last month - 2,307 stars on GitHub - 4 maintainers
Top 3.1% on pypi.org
24 versions - Latest release: almost 4 years ago - 1 dependent package - 46 dependent repositories - 8.58 thousand downloads last month - 2,904 stars on GitHub - 3 maintainers
stellargraph 1.2.1
Python library for machine learning on graphs24 versions - Latest release: almost 4 years ago - 1 dependent package - 46 dependent repositories - 8.58 thousand downloads last month - 2,904 stars on GitHub - 3 maintainers
Top 2.9% on pypi.org
33 versions - Latest release: 3 months ago - 2 dependent packages - 19 dependent repositories - 7.39 thousand downloads last month - 2,648 stars on GitHub - 1 maintainer
shapash 2.4.3
Shapash is a Python library which aims to make machine learning interpretable and understandable ...33 versions - Latest release: 3 months ago - 2 dependent packages - 19 dependent repositories - 7.39 thousand downloads last month - 2,648 stars on GitHub - 1 maintainer
Top 3.3% on pypi.org
48 versions - Latest release: about 2 months ago - 1 dependent package - 10 dependent repositories - 6.02 thousand downloads last month - 1,238 stars on GitHub - 1 maintainer
raiwidgets 0.35.0
Interactive visualizations to assess fairness, explain models, generate counterfactual examples, ...48 versions - Latest release: about 2 months ago - 1 dependent package - 10 dependent repositories - 6.02 thousand downloads last month - 1,238 stars on GitHub - 1 maintainer
Top 4.5% on pypi.org
9 versions - Latest release: 8 months ago - 3 dependent packages - 9 dependent repositories - 5.47 thousand downloads last month - 1,845 stars on GitHub - 1 maintainer
torchcam 0.4.0 π°
Class activation maps for your PyTorch CNN models9 versions - Latest release: 8 months ago - 3 dependent packages - 9 dependent repositories - 5.47 thousand downloads last month - 1,845 stars on GitHub - 1 maintainer
Top 3.7% on pypi.org
16 versions - Latest release: about 2 months ago - 2 dependent packages - 6 dependent repositories - 4.59 thousand downloads last month - 3,386 stars on GitHub - 4 maintainers
lit-nlp 1.1.1
π₯LIT: The Learning Interpretability Tool16 versions - Latest release: about 2 months ago - 2 dependent packages - 6 dependent repositories - 4.59 thousand downloads last month - 3,386 stars on GitHub - 4 maintainers
Top 6.0% on pypi.org
8 versions - Latest release: almost 3 years ago - 3 dependent repositories - 4.36 thousand downloads last month - 531 stars on GitHub - 1 maintainer
aspect-based-sentiment-analysis 2.0.3
Aspect Based Sentiment Analysis: Transformer & Interpretability (TensorFlow)8 versions - Latest release: almost 3 years ago - 3 dependent repositories - 4.36 thousand downloads last month - 531 stars on GitHub - 1 maintainer
penzai 0.1.1
Penzai: A JAX research toolkit for building, editing, and visualizing neural networks.3 versions - Latest release: about 1 month ago - 1 dependent package - 3.8 thousand downloads last month - 1,445 stars on GitHub - 2 maintainers
Top 3.2% on pypi.org
7 versions - Latest release: over 2 years ago - 5 dependent packages - 43 dependent repositories - 3.44 thousand downloads last month - 1,008 stars on GitHub - 3 maintainers
tf-explain 0.3.1
Interpretability Callbacks for Tensorflow 2.07 versions - Latest release: over 2 years ago - 5 dependent packages - 43 dependent repositories - 3.44 thousand downloads last month - 1,008 stars on GitHub - 3 maintainers
nnsight 0.2.15
Package for interpreting and manipulating the internals of deep learning models.53 versions - Latest release: 27 days ago - 2 dependent packages - 1 dependent repositories - 2.97 thousand downloads last month - 155 stars on GitHub - 1 maintainer
Top 4.8% on pypi.org
6 versions - Latest release: 4 months ago - 1 dependent package - 4 dependent repositories - 2.64 thousand downloads last month - 231 stars on GitHub - 1 maintainer
sage-importance 0.0.6
For calculating global feature importance using Shapley values.6 versions - Latest release: 4 months ago - 1 dependent package - 4 dependent repositories - 2.64 thousand downloads last month - 231 stars on GitHub - 1 maintainer
Top 6.9% on pypi.org
3 versions - Latest release: about 2 years ago - 1 dependent package - 11 dependent repositories - 2.2 thousand downloads last month - 62 stars on GitHub - 1 maintainer
streamlit-shap 1.0.2
Streamlit component for SHAP3 versions - Latest release: about 2 years ago - 1 dependent package - 11 dependent repositories - 2.2 thousand downloads last month - 62 stars on GitHub - 1 maintainer
pyvene 0.1.1
Use Activation Intervention to Interpret Causal Mechanism of Model10 versions - Latest release: about 2 months ago - 1 dependent package - 1.62 thousand downloads last month - 496 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
7 versions - Latest release: about 2 months ago - 1.55 thousand downloads last month - 1,238 stars on GitHub - 1 maintainer
rai-test-utils 0.4.2
Common basic test utilities used across various RAI tools7 versions - Latest release: about 2 months ago - 1.55 thousand downloads last month - 1,238 stars on GitHub - 1 maintainer
inseq 0.6.0
Interpretability for Sequence Generation Models π6 versions - Latest release: about 2 months ago - 1 dependent package - 1 dependent repositories - 1.55 thousand downloads last month - 322 stars on GitHub - 1 maintainer
Top 7.5% on pypi.org
56 versions - Latest release: over 3 years ago - 2 dependent repositories - 1.39 thousand downloads last month - 385 stars on GitHub - 2 maintainers
explainx 2.38.2 π°
Explain and debug any black-box Machine Learning model.56 versions - Latest release: over 3 years ago - 2 dependent repositories - 1.39 thousand downloads last month - 385 stars on GitHub - 2 maintainers
imodelsx 1.0.6
Library to explain a dataset in natural language.27 versions - Latest release: 26 days ago - 1 dependent repositories - 1.25 thousand downloads last month - 74 stars on GitHub - 1 maintainer
powerlift 0.0.2
Interactive Benchmarking for Machine Learning.7 versions - Latest release: almost 2 years ago - 1.21 thousand downloads last month - 5,831 stars on GitHub - 1 maintainer
Top 7.5% on pypi.org
4 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 1.11 thousand downloads last month - 1,241 stars on GitHub - 2 maintainers
nlp-feature-extractors 0.1.0
NLP Feature Extractors4 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 1.11 thousand downloads last month - 1,241 stars on GitHub - 2 maintainers
Top 7.6% on pypi.org
23 versions - Latest release: 6 months ago - 2 dependent packages - 2 dependent repositories - 1.11 thousand downloads last month - 584 stars on GitHub - 2 maintainers
xplique 1.3.3
Explanations toolbox for Tensorflow 223 versions - Latest release: 6 months ago - 2 dependent packages - 2 dependent repositories - 1.11 thousand downloads last month - 584 stars on GitHub - 2 maintainers
Top 7.2% on pypi.org
34 versions - Latest release: 6 months ago - 1 dependent package - 3 dependent repositories - 1.09 thousand downloads last month - 112 stars on GitHub - 1 maintainer
asent 0.8.3
A python package for flexible and transparent sentiment analysis.34 versions - Latest release: 6 months ago - 1 dependent package - 3 dependent repositories - 1.09 thousand downloads last month - 112 stars on GitHub - 1 maintainer
Top 8.6% on pypi.org
27 versions - Latest release: 6 months ago - 1 dependent package - 1 dependent repositories - 1.08 thousand downloads last month - 505 stars on GitHub - 1 maintainer
quantus 0.5.3
A metrics toolkit to evaluate neural network explanations.27 versions - Latest release: 6 months ago - 1 dependent package - 1 dependent repositories - 1.08 thousand downloads last month - 505 stars on GitHub - 1 maintainer
Top 6.7% on pypi.org
15 versions - Latest release: over 1 year ago - 4 dependent packages - 4 dependent repositories - 1.02 thousand downloads last month - 177 stars on GitHub - 1 maintainer
zennit 0.5.1
Attribution of Neural Networks using PyTorch15 versions - Latest release: over 1 year ago - 4 dependent packages - 4 dependent repositories - 1.02 thousand downloads last month - 177 stars on GitHub - 1 maintainer
minicons 0.2.43
A package of useful functions to analyze transformer based language models.62 versions - Latest release: about 1 month ago - 1 dependent package - 1 dependent repositories - 855 downloads last month - 92 stars on GitHub - 1 maintainer
Top 9.7% on pypi.org
16 versions - Latest release: 26 days ago - 1 dependent repositories - 832 downloads last month - 393 stars on GitHub - 2 maintainers
ydf 0.4.3
YDF (short for Yggdrasil Decision Forests) is a library for training, serving, evaluating and ana...16 versions - Latest release: 26 days ago - 1 dependent repositories - 832 downloads last month - 393 stars on GitHub - 2 maintainers
Top 7.2% on pypi.org
3 versions - Latest release: over 1 year ago - 1 dependent repositories - 775 downloads last month - 21,543 stars on GitHub - 1 maintainer
shap2 0.42.0
A unified approach to explain the output of any machine learning model.3 versions - Latest release: over 1 year ago - 1 dependent repositories - 775 downloads last month - 21,543 stars on GitHub - 1 maintainer
pyreft 0.0.5
REFT: Representation Finetuning for Language Models4 versions - Latest release: about 2 months ago - 696 downloads last month - 463 stars on GitHub - 1 maintainer
tsinterpret 0.4.5
todo33 versions - Latest release: 2 months ago - 668 downloads last month - 99 stars on GitHub - 1 maintainer
Top 6.7% on pypi.org
31 versions - Latest release: about 1 year ago - 1 dependent package - 8 dependent repositories - 621 downloads last month - 135 stars on GitHub - 4 maintainers
secml 0.15.6
A library for Secure and Explainable Machine Learning31 versions - Latest release: about 1 year ago - 1 dependent package - 8 dependent repositories - 621 downloads last month - 135 stars on GitHub - 4 maintainers
tuned-lens 0.2.0
Tools for understanding how transformer predictions are built layer-by-layer8 versions - Latest release: 11 months ago - 1 dependent repositories - 616 downloads last month - 369 stars on GitHub - 1 maintainer
Top 4.2% on pypi.org
12 versions - Latest release: almost 6 years ago - 2 dependent packages - 13 dependent repositories - 542 downloads last month - 793 stars on GitHub - 2 maintainers
deeplift 0.6.6
DeepLIFT (Deep Learning Important FeaTures)12 versions - Latest release: almost 6 years ago - 2 dependent packages - 13 dependent repositories - 542 downloads last month - 793 stars on GitHub - 2 maintainers
Top 4.2% on pypi.org
17 versions - Latest release: about 3 years ago - 126 dependent repositories - 534 downloads last month - 4,613 stars on GitHub - 1 maintainer
lucid 0.3.10
Collection of infrastructure and tools for research in neural network interpretability.17 versions - Latest release: about 3 years ago - 126 dependent repositories - 534 downloads last month - 4,613 stars on GitHub - 1 maintainer
Top 9.2% on pypi.org
4 versions - Latest release: over 3 years ago - 2 dependent repositories - 480 downloads last month - 616 stars on GitHub - 2 maintainers
tcav 0.2.2
Testing with Concept Activation Vectors code4 versions - Latest release: over 3 years ago - 2 dependent repositories - 480 downloads last month - 616 stars on GitHub - 2 maintainers
xper 0.0.76
XPER (eXplainable PERformance) is a methodology designed to measure the specific contributio...73 versions - Latest release: 5 months ago - 1 dependent repositories - 467 downloads last month - 10 stars on GitHub - 1 maintainer
helmet 1.1.1
A python package for benchmarking interpretability techniques on Transformers.8 versions - Latest release: 27 days ago - 453 downloads last month - 204 stars on GitHub - 1 maintainer
torch-explain 1.5.1
PyTorch Explain: Explainable Deep Learning in Python.22 versions - Latest release: about 1 year ago - 3 dependent repositories - 417 downloads last month - 126 stars on GitHub - 1 maintainer
oracle-automlx 24.2.0
Automated Machine Learning with Explainability4 versions - Latest release: about 1 month ago - 1 dependent package - 403 downloads last month - 20 stars on GitHub - 2 maintainers
Top 7.8% on pypi.org
8 versions - Latest release: 5 months ago - 1 dependent package - 3 dependent repositories - 401 downloads last month - 9 stars on GitHub - 1 maintainer
concept-erasure 0.2.4
Erasing concepts from neural representations with provable guarantees8 versions - Latest release: 5 months ago - 1 dependent package - 3 dependent repositories - 401 downloads last month - 9 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
26 versions - Latest release: 7 months ago - 1 dependent repositories - 392 downloads last month - 482 stars on GitHub - 1 maintainer
gamma-facet 2.1.1
Human-explainable AI.26 versions - Latest release: 7 months ago - 1 dependent repositories - 392 downloads last month - 482 stars on GitHub - 1 maintainer
effector 0.0.273
A Python library for global and regional effects20 versions - Latest release: 20 days ago - 392 downloads last month - 40 stars on GitHub
thermostat-datasets 1.1.0
Collection of NLP model explanations and accompanying analysis tools5 versions - Latest release: 11 months ago - 1 dependent package - 1 dependent repositories - 380 downloads last month - 140 stars on GitHub - 2 maintainers
Top 7.6% on pypi.org
12 versions - Latest release: about 4 years ago - 4 dependent repositories - 371 downloads last month - 723 stars on GitHub - 1 maintainer
flashtorch 0.1.3
Visualization toolkit for neural networks in PyTorch12 versions - Latest release: about 4 years ago - 4 dependent repositories - 371 downloads last month - 723 stars on GitHub - 1 maintainer
ferret-xai 0.4.2
A python package for benchmarking interpretability approaches.12 versions - Latest release: 5 months ago - 1 dependent repositories - 359 downloads last month - 193 stars on GitHub - 1 maintainer
autoprognosis 0.1.21
A system for automating the design of predictive modeling pipelines tailored for clinical prognosis.21 versions - Latest release: about 1 year ago - 323 downloads last month - 86 stars on GitHub - 2 maintainers
tree-influence 0.1.4
Influence Estimation for Gradient-Boosted Decision Trees6 versions - Latest release: over 1 year ago - 1 dependent repositories - 316 downloads last month - 21 stars on GitHub - 1 maintainer
Top 6.2% on pypi.org
5 versions - Latest release: over 2 years ago - 24 dependent repositories - 309 downloads last month - 1,053 stars on GitHub - 1 maintainer
xai 0.1.0
XAI - An industry-ready machine learning library that ensures explainable AI by design5 versions - Latest release: over 2 years ago - 24 dependent repositories - 309 downloads last month - 1,053 stars on GitHub - 1 maintainer
Top 7.0% on pypi.org
1 version - Latest release: over 7 years ago - 1 dependent package - 10 dependent repositories - 309 downloads last month - 162 stars on GitHub - 1 maintainer
pycebox 0.0.1
The Python Individual Conditional Expectation Toolbox1 version - Latest release: over 7 years ago - 1 dependent package - 10 dependent repositories - 309 downloads last month - 162 stars on GitHub - 1 maintainer
keymorph 1.0.0
KeyMorph is a deep learning-based image registration framework that relies on automatically extra...4 versions - Latest release: 24 days ago - 292 downloads last month - 46 stars on GitHub - 1 maintainer
te2rules 1.0.1
Python Library to explain tree ensembles using rules20 versions - Latest release: about 1 month ago - 291 downloads last month - 32 stars on GitHub - 1 maintainer
lux-explainer 1.2.0
Universal Local Rule-based Explainer4 versions - Latest release: about 1 month ago - 1 dependent package - 287 downloads last month - 8 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
28 versions - Latest release: over 3 years ago - 1 dependent repositories - 273 downloads last month - 332 stars on GitHub - 1 maintainer
pyss3 0.6.4
Python package that implements the SS3 text classifier (with visualizations tools for XAI)28 versions - Latest release: over 3 years ago - 1 dependent repositories - 273 downloads last month - 332 stars on GitHub - 1 maintainer
responsibleai-vision 0.3.8
SDK API to assess image Machine Learning models.15 versions - Latest release: about 1 month ago - 267 downloads last month - 1,238 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: about 1 year ago - 266 downloads last month - 21,543 stars on GitHub - 1 maintainer
responsibleai-text 0.2.7
SDK API to assess text Machine Learning models.14 versions - Latest release: about 1 month ago - 260 downloads last month - 1,238 stars on GitHub - 1 maintainer
beexai 0.0.6
BEExAI: Benchmark to Evaluate Explainable AI6 versions - Latest release: 3 months ago - 191 downloads last month - 7 stars on GitHub - 2 maintainers
litelearn 0.3.0
a python library for quickly building and evaluating models18 versions - Latest release: about 1 year ago - 185 downloads last month - 21,543 stars on GitHub - 1 maintainer
harmonization 0.0.9
Aligning Human & Machine vision8 versions - Latest release: over 1 year ago - 171 downloads last month - 40 stars on GitHub - 1 maintainer
timbertrek 0.1.7
A Python package to run TimberTrek in your computational notebooks.8 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 158 downloads last month - 125 stars on GitHub - 1 maintainer
dime-xai 1.2.1
Explains DIETClassifier model predictions in Rasa chatbot framework.20 versions - Latest release: over 1 year ago - 1 dependent repositories - 144 downloads last month - 1 stars on GitHub - 1 maintainer
trustee 1.1.5
This package implements the Trustee framework to extract decision tree explanation from black-box...9 versions - Latest release: 8 months ago - 1 dependent repositories - 140 downloads last month - 28 stars on GitHub - 1 maintainer
fat-forensics 0.1.2
A Python Toolbox for Algorithmic Fairness, Accountability and Transparency5 versions - Latest release: over 1 year ago - 4 dependent repositories - 125 downloads last month - 70 stars on GitHub - 1 maintainer
psevencore 2024.4.26
pSeven Core is an integrated toolkit for design space exploration, optimization, and predictive m...5 versions - Latest release: about 1 month ago - 114 downloads last month - 21,543 stars on GitHub - 2 maintainers
unseal 0.2.1
Unseal: A collection of infrastructure and tools for research in transformer interpretability.10 versions - Latest release: about 2 years ago - 1 dependent repositories - 111 downloads last month - 44 stars on GitHub - 1 maintainer
interpretme 1.3.2
An interpretable machine learning pipeline over knowledge graphs8 versions - Latest release: 11 months ago - 107 downloads last month - 23 stars on GitHub - 3 maintainers
sinr 1.2.0
Build word and graph embeddings based on community detection in graphs.16 versions - Latest release: 10 months ago - 1 dependent repositories - 78 downloads last month - 11 stars on GitHub - 1 maintainer
embgam 0.3 removed
Emb-GAM: an Interpretable and Efficient Predictor using Pre-trained Language Models3 versions - Latest release: over 1 year ago - 73 downloads last month - 6 stars on GitHub - 1 maintainer
acd 0.0.2
Hierarchical interpretatations and contextual decomposition in pytorch2 versions - Latest release: over 3 years ago - 1 dependent repositories - 72 downloads last month - 123 stars on GitHub - 1 maintainer
torchprism 2.0.0
Principal Image Sections Mapping for PyTorch4 versions - Latest release: over 1 year ago - 1 dependent repositories - 71 downloads last month - 47 stars on GitHub - 1 maintainer
random-forestry 0.10.0
Random forest estimator2 versions - Latest release: about 1 year ago - 69 downloads last month - 30 stars on GitHub - 1 maintainer
random-subgroups 0.4.1
('Machine learning with Subgroup Discovery',)7 versions - Latest release: over 3 years ago - 1 dependent repositories - 65 downloads last month - 6 stars on GitHub - 1 maintainer
corelay 0.2.1
Quickly compose single-machine analysis pipelines.2 versions - Latest release: almost 2 years ago - 1 dependent repositories - 60 downloads last month - 25 stars on GitHub - 1 maintainer
renn 0.1.0
Research tools for Reverse Engineering Neural Networks (RENN).9 versions - Latest release: over 3 years ago - 2 dependent repositories - 58 downloads last month - 130 stars on GitHub - 1 maintainer
tic 0.2.0
TIC is a library that acts as a Toolbox for Interpretability Comparison.2 versions - Latest release: over 4 years ago - 1 dependent repositories - 56 downloads last month - 2 stars on GitHub - 1 maintainer
nam-pt 0.3
Neural Additive Models (PyTorch): Intepretable ML with Neural Nets1 version - Latest release: over 3 years ago - 1 dependent repositories - 56 downloads last month - 19 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: 7 months ago - 54 downloads last month - 21 stars on GitHub - 3 maintainers
craft-xai 0.0.3
Automatic Concept Extraction with CRAFT3 versions - Latest release: 11 months ago - 51 downloads last month - 584 stars on GitHub - 2 maintainers
diffusers-interpret 0.5.0
diffusers-interpret: model explainability for π€ Diffusers11 versions - Latest release: over 1 year ago - 1 dependent repositories - 50 downloads last month - 259 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: over 6 years ago - 1 dependent repositories - 47 downloads last month - 27 stars on GitHub - 2 maintainers
misas 0.1.1
Model Interpretation through Sensitivity Analysis for Segmentation7 versions - Latest release: almost 2 years ago - 1 dependent repositories - 46 downloads last month - 6 stars on GitHub - 1 maintainer
stellargraph-mvisani 1.3.1b0
Python library for machine learning on graphs2 versions - Latest release: 10 months ago - 46 downloads last month - 2,904 stars on GitHub - 1 maintainer
discern-xai 0.0.27
DisCERN: Discovering Counterfactual Explanations using Relevance Features from Neighbourhoods8 versions - Latest release: over 1 year ago - 1 dependent repositories - 42 downloads last month - 5 stars on GitHub - 1 maintainer
trelawney 0.3.1
Generic Interpretability package4 versions - Latest release: over 4 years ago - 1 dependent repositories - 41 downloads last month - 58 stars on GitHub - 1 maintainer
tsproto 0.2.0
Post-host prototype-based explanations with rules for time-series classifiers3 versions - Latest release: about 2 months ago - 39 downloads last month - 0 stars on GitHub - 1 maintainer
diagnnose 1.1
A library that facilitates a broad set of tools for analysing hidden activations of neural models.3 versions - Latest release: about 3 years ago - 1 dependent repositories - 38 downloads last month - 80 stars on GitHub - 1 maintainer
rim-interpret 0.0.5
Interpretability metrics for machine learning models5 versions - Latest release: 10 months ago - 38 downloads last month - 0 stars on GitHub - 1 maintainer
virelay 0.4.0
Web-app to view source-data, attributions, clusterings, and (t-SNE-)embeddings.2 versions - Latest release: almost 2 years ago - 1 dependent repositories - 37 downloads last month - 25 stars on GitHub - 1 maintainer
Related Keywords
machine-learning
84
explainability
52
explainable-ai
45
deep-learning
39
xai
31
explainable-ml
26
python
24
pytorch
23
visualization
19
data-science
17
ml
16
shap
14
interpretable-machine-learning
13
gradient-boosting
13
fairness
13
transformers
13
machine learning
12
interpretable-ai
12
shapley
11
artificial-intelligence
10
tensorflow
10
scikit-learn
9
responsible-ai
9
neural-network
9
jupyter
9
ai
9
fairness-ai
9
widgets
9
interpretable-ml
8
data-analysis
8
data-visualization
8
error-analysis
8
fairness-ml
8
natural-language-processing
8
machinelearning
8
ui
8
nlp
8
widget
8
neural-networks
7
deep learning
7
iml
7
transparency
6
bias
6
random-forest
6
language-model
5
explainable-artificial-intelligence
5
statistics
4
saliency-map
4
lime
4
machine-learning-algorithms
4
counterfactual-explanations
4
regression
4
learning
4
keras
4
interpretable-deep-learning
4
machine
4
large-language-models
4
feature-attribution
4
feature-importance
4
blackbox
4
model-agnostic
3
xai-library
3
rule-based
3
explanations
3
networkx
3
captum
3
deep-neural-networks
3
cnn
3
natural language processing
3
language-models
3
explainable-machine-learning
3
time-series
3
classification
3
python3
3
clustering
3
machine-learning-interpretability
3
huggingface
3
mechanistic-interpretability
3
interpretml
3
counterfactual
3
decision-trees
3
differential-privacy
3
computer-vision
3
tensor
3
trees
3
causal-inference
2
transformer
2
rule-learning
2
forests
2
gradcam
2
neural networks
2
transparent
2
intervention
2
forest
2
explainable ai
2
automl
2
random
2
distillation
2
machine-learning-explainability
2
XAI
2