Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "explainability" keyword

tsproto 0.2.0
Post-host prototype-based explanations with rules for time-series classifiers
3 versions - Latest release: about 1 month ago - 39 downloads last month - 0 stars on GitHub - 2 maintainers
bacon-net 0.2.1
A neural network architecture for building fully explainable neural network for arithmetic and gr...
15 versions - Latest release: about 2 years ago - 1 dependent repositories - 169 downloads last month - 2 stars on GitHub - 2 maintainers
gnnlens 0.1.0
Visualization toolkit for Graph Neural Network
1 version - Latest release: over 2 years ago - 1 dependent repositories - 28 downloads last month - 209 stars on GitHub - 2 maintainers
responsibleai-text 0.2.7
SDK API to assess text Machine Learning models.
14 versions - Latest release: 7 days ago - 231 downloads last month - 1,225 stars on GitHub - 2 maintainers
responsibleai-vision 0.3.8
SDK API to assess image Machine Learning models.
15 versions - Latest release: 7 days ago - 301 downloads last month - 1,225 stars on GitHub - 2 maintainers
Top 3.3% on pypi.org
raiwidgets 0.35.0
Interactive visualizations to assess fairness, explain models, generate counterfactual examples, ...
47 versions - Latest release: 22 days ago - 1 dependent package - 10 dependent repositories - 3.97 thousand downloads last month - 1,225 stars on GitHub - 2 maintainers
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: 24 days ago - 3.23 thousand downloads last month - 1,225 stars on GitHub - 2 maintainers
Top 3.0% on pypi.org
responsibleai 0.35.0
SDK API to explain models, generate counterfactual examples, analyze causal effects and analyze e...
47 versions - Latest release: 22 days ago - 5 dependent packages - 5 dependent repositories - 48.6 thousand downloads last month - 1,225 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 4 years ago - 4 dependent repositories - 21 downloads last month - 599 stars on GitHub - 2 maintainers
ablation 0.1.0
Ablation studies for evaluating XAI methods
1 version - Latest release: over 1 year ago - 36 downloads last month - 14 stars on GitHub - 1 maintainer
shapley-regression 0.0.1
For estimating Shapley values via linear regression.
1 version - Latest release: almost 3 years ago - 1 dependent repositories - 20 downloads last month - 55 stars on GitHub - 2 maintainers
gale-topo 0.0.3
Globally Assessing Local Explanations (GALE) is a method to compare local explaination output usi...
3 versions - Latest release: over 1 year ago - 15 downloads last month - 5 stars on GitHub - 2 maintainers
abrain 1.0rc0.post5
NeuroEvolution in Python backed by C++ computations
4 versions - Latest release: about 2 months ago - 1.14 thousand downloads last month - 1 stars on GitHub - 1 maintainer
aaanalysis 0.1.5
Python framework for interpretable protein prediction
6 versions - Latest release: 22 days ago - 267 downloads last month - 27 stars on GitHub - 2 maintainers
acd 0.0.2
Hierarchical interpretatations and contextual decomposition in pytorch
2 versions - Latest release: about 3 years ago - 1 dependent repositories - 72 downloads last month - 123 stars on GitHub - 1 maintainer
teex 1.1.3
A Toolbox for the Evaluation of Explanations
10 versions - Latest release: about 1 year ago - 1 dependent repositories - 57 downloads last month - 14 stars on GitHub - 1 maintainer
imodelsx 1.0.6
Library to explain a dataset in natural language.
27 versions - Latest release: 2 days ago - 1 dependent repositories - 1.25 thousand downloads last month - 74 stars on GitHub - 1 maintainer
pytolemaic 0.15.4
Package for ML model analysis
56 versions - Latest release: almost 2 years ago - 1 dependent repositories - 422 downloads last month - 11 stars on GitHub - 2 maintainers
wpdm-test 0.1.0 removed
Warsztat Praktyka Data Mining
1 version - Latest release: 2 months ago - 0 stars on GitHub - 2 maintainers
my-test-package-jt 0.1.0 removed
Warsztat Praktyka Data Mining
1 version - Latest release: 2 months ago - 0 stars on GitHub - 2 maintainers
wpdm 0.1.0 removed
Warsztat Praktyka Data Mining
1 version - Latest release: 2 months ago - 0 stars on GitHub - 2 maintainers
milosz7wpdm 0.1.1
Warsztat Praktyka Data Mining
1 version - Latest release: 2 months ago - 13 downloads last month - 0 stars on GitHub - 2 maintainers
Top 0.3% on pypi.org
shap 0.45.1
A unified approach to explain the output of any machine learning model.
102 versions - Latest release: 3 days ago - 234 dependent packages - 2,655 dependent repositories - 6.91 million downloads last month - 21,543 stars on GitHub - 4 maintainers
knac-toolkit 1.0.2
Knowledge Augmented Clustering
2 versions - Latest release: 2 months ago - 17 downloads last month - 6 stars on GitHub - 2 maintainers
beexai 0.0.6
BEExAI: Benchmark to Evaluate Explainable AI
6 versions - Latest release: 2 months ago - 191 downloads last month - 7 stars on GitHub - 3 maintainers
Top 2.9% on pypi.org
shapash 2.4.3
Shapash is a Python library which aims to make machine learning interpretable and understandable ...
33 versions - Latest release: about 2 months ago - 2 dependent packages - 19 dependent repositories - 7.39 thousand downloads last month - 2,648 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 4 years ago - 4 dependent repositories - 114 downloads last month - 719 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: 4 months ago - 1 dependent repositories - 467 downloads last month - 10 stars on GitHub - 2 maintainers
xclingo 2.0b18
Tool for explaining and debugging Answer Set Programs.
13 versions - Latest release: 6 months ago - 1 dependent repositories - 197 downloads last month - 10 stars on GitHub - 2 maintainers
effector 0.0.271
A Python library for global and regional effects
18 versions - Latest release: 6 days ago - 245 downloads last month - 39 stars on GitHub
tree-influence 0.1.4
Influence Estimation for Gradient-Boosted Decision Trees
5 versions - Latest release: over 1 year ago - 1 dependent repositories - 352 downloads last month - 19 stars on GitHub - 1 maintainer
thermostat-datasets 1.1.0
Collection of NLP model explanations and accompanying analysis tools
5 versions - Latest release: 11 months ago - 1 dependent package - 1 dependent repositories - 380 downloads last month - 140 stars on GitHub - 4 maintainers
Top 6.9% on pypi.org
streamlit-shap 1.0.2
Streamlit component for SHAP
3 versions - Latest release: about 2 years ago - 1 dependent package - 11 dependent repositories - 2.2 thousand downloads last month - 62 stars on GitHub - 2 maintainers
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 1 year ago - 1 dependent repositories - 1.27 thousand downloads last month - 98 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 2 years ago - 1 dependent repositories - 39 downloads last month - 98 stars on GitHub - 1 maintainer
Top 1.3% on pypi.org
interpret-core 0.6.1
Fit interpretable models. Explain blackbox machine learning.
27 versions - Latest release: 26 days ago - 3 dependent packages - 115 dependent repositories - 216 thousand downloads last month - 5,979 stars on GitHub - 1 maintainer
Top 1.1% on pypi.org
interpret 0.6.1
Fit interpretable models. Explain blackbox machine learning.
48 versions - Latest release: 26 days ago - 21 dependent packages - 95 dependent repositories - 79.1 thousand downloads last month - 5,979 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 1 year ago - 1 dependent package - 3 dependent repositories - 800 downloads last month - 95 stars on GitHub - 1 maintainer
cfnet 0.0.12
A counterfactual explanation library using Jax
12 versions - Latest release: over 1 year ago - 34 downloads last month - 1 stars on GitHub - 1 maintainer
xomx 0.1.16
xomx: a python library for computational omics
15 versions - Latest release: 3 months ago - 53 downloads last month - 4 stars on GitHub - 2 maintainers
transformers-visualizer 0.2.2
Explain your 🤗 transformers without effort! Display the internal behavior of your model.
3 versions - Latest release: over 1 year ago - 15 downloads last month - 1 stars on GitHub - 2 maintainers
litelearn 0.3.0
a python library for quickly building and evaluating models
18 versions - Latest release: 12 months ago - 185 downloads last month - 21,543 stars on GitHub - 1 maintainer
xpotato 0.1.5
XAI human-in-the-loop information extraction framework
15 versions - Latest release: about 1 year ago - 2 dependent repositories - 132 downloads last month - 46 stars on GitHub - 2 maintainers
oracle-automlx 24.2.0
Automated Machine Learning with Explainability
4 versions - Latest release: 8 days ago - 1 dependent package - 346 downloads last month - 20 stars on GitHub - 4 maintainers
fwexplainerdashboard 0.3.6 💰
Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" mach...
2 versions - Latest release: almost 3 years ago - 1 dependent repositories - 15 downloads last month - 2,228 stars on GitHub - 1 maintainer
Top 2.1% on pypi.org
explainerdashboard 0.4.7 💰
Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" mach...
92 versions - Latest release: about 2 months ago - 5 dependent packages - 26 dependent repositories - 84.8 thousand downloads last month - 2,228 stars on GitHub - 1 maintainer
contextual-ai 0.0.2
Contextual AI
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 151 downloads last month - 85 stars on GitHub - 4 maintainers
lux-explainer 1.2.0
Universal Local Rule-based Explainer
3 versions - Latest release: 10 days ago - 84 downloads last month - 8 stars on GitHub - 2 maintainers
cfnow 0.0.6
Generate counterfactuals with ease. This package takes a model and point (with a certain class) a...
6 versions - Latest release: 8 months ago - 69 downloads last month - 8 stars on GitHub - 2 maintainers
plenoptic 1.0.2
Python library for model-based stimulus synthesis.
3 versions - Latest release: 6 months ago - 37 downloads last month - 44 stars on GitHub - 2 maintainers
bioexp 0.0.4 💰
Deep Learning model analysis toolbox
3 versions - Latest release: almost 4 years ago - 1 dependent repositories - 21 downloads last month - 28 stars on GitHub - 2 maintainers
bunkatopics 0.43.1
Bunkatopics is a Topic Modeling package and Exploration Module
39 versions - Latest release: 4 months ago - 332 downloads last month - 77 stars on GitHub - 1 maintainer
antakia 0.4.4
AI made Xplainable
34 versions - Latest release: 11 days ago - 620 downloads last month - 13 stars on GitHub - 3 maintainers
awave 0.1
Adaptive wavelets
1 version - Latest release: over 2 years ago - 30 downloads last month - 66 stars on GitHub - 2 maintainers
xwhy 0.0.0.1
Explain Why (XWhy) with Statistical Model-agnostic Interpretability with Local Explanations (SMILE)
1 version - Latest release: 11 months ago - 14 downloads last month - 6 stars on GitHub - 4 maintainers
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 1 year ago - 76 downloads last month - 180 stars on GitHub - 1 maintainer
bhad 0.1.0
Bayesian Histogram-based Anomaly Detection
8 versions - Latest release: 12 months ago - 76 downloads last month - 10 stars on GitHub - 2 maintainers
Top 5.1% on pypi.org
tf-keras-vis 0.8.7
Neural network visualization toolkit for tf.keras
30 versions - Latest release: about 2 months ago - 18 dependent repositories - 3.7 thousand downloads last month - 286 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: 2 months ago - 24 downloads last month - 1 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 2 years ago - 24 dependent repositories - 310 downloads last month - 1,032 stars on GitHub - 2 maintainers
psevencore 2024.4.26
pSeven Core is an integrated toolkit for design space exploration, optimization, and predictive m...
4 versions - Latest release: 14 days ago - 42 downloads last month - 21,543 stars on GitHub - 4 maintainers
Top 4.8% on pypi.org
sage-importance 0.0.6
For calculating global feature importance using Shapley values.
6 versions - Latest release: 3 months ago - 1 dependent package - 4 dependent repositories - 2.75 thousand downloads last month - 231 stars on GitHub - 1 maintainer
carla-recourse 0.0.5
A library for counterfactual recourse
2 versions - Latest release: almost 2 years ago - 1 dependent repositories - 90 downloads last month - 262 stars on GitHub - 2 maintainers
Top 7.5% on pypi.org
nlp-feature-extractors 0.1.0
NLP Feature Extractors
4 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 1.24 thousand downloads last month - 1,205 stars on GitHub - 2 maintainers
shaperone 0.41.6
Shaperone is a fork of the SHAP library, fixing open issues to improve usability.
5 versions - Latest release: 11 months ago - 202 downloads last month - 21,543 stars on GitHub - 2 maintainers
wpdm3333 0.1.0
Warsztat Praktyka Data Mining
1 version - Latest release: about 2 months ago - 17 downloads last month - 0 stars on GitHub - 2 maintainers
goaledp 0.0.9
Library for processing goal-oriented agents. Processing is done on an event-driven mechanism. Eve...
7 versions - Latest release: 17 days ago - 18 downloads last month - 1 stars on GitHub - 2 maintainers
te2rules 1.0.1
Python Library to explain tree ensembles using rules
20 versions - Latest release: 18 days ago - 353 downloads last month - 32 stars on GitHub - 1 maintainer
timeshap 1.0.4
KernelSHAP adaptation for recurrent models.
6 versions - Latest release: 8 months ago - 1 dependent repositories - 252 downloads last month - 139 stars on GitHub - 1 maintainer
thetis 0.2.0
Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) ...
5 versions - Latest release: about 2 months ago - 44 downloads last month - 1 stars on GitHub - 2 maintainers
thetiscore 0.2.0
Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) ...
6 versions - Latest release: about 2 months ago - 1 dependent package - 92 downloads last month - 1 stars on GitHub - 1 maintainer
cen 0.0a2
Contextual Explanation Networks.
2 versions - Latest release: about 4 years ago - 1 dependent repositories - 40 downloads last month - 9 stars on GitHub - 2 maintainers
misas 0.1.1
Model Interpretation through Sensitivity Analysis for Segmentation
7 versions - Latest release: over 1 year ago - 1 dependent repositories - 52 downloads last month - 6 stars on GitHub - 2 maintainers
svreg 0.1.0.post2
Module to perform regression using Shapley Values.
2 versions - Latest release: over 1 year ago - 7 downloads last month - 4 maintainers
torch-explain 1.5.1
PyTorch Explain: Explainable Deep Learning in Python.
22 versions - Latest release: 12 months ago - 3 dependent repositories - 107 downloads last month - 127 stars on GitHub - 1 maintainer
shap-legacy 0.36.0
A unified approach to explain the output of any machine learning model.
1 version - Latest release: over 3 years ago - 1 dependent repositories - 10 downloads last month - 21,543 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 1 year ago - 1 dependent repositories - 397 downloads last month - 21,543 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: 11 months ago - 13 downloads last month - 21,543 stars on GitHub - 2 maintainers
influenciae 0.3.0
A Tensorflow Toolbox for Influence Functions
5 versions - Latest release: about 1 month ago - 1 dependent repositories - 155 downloads last month - 50 stars on GitHub - 4 maintainers
pyartemis 0.1.5
A Python package with explanation methods for extraction of feature interactions from predictive ...
6 versions - Latest release: 6 months ago - 23 downloads last month - 21 stars on GitHub - 5 maintainers
harmonization 0.0.9
Aligning Human & Machine vision
8 versions - Latest release: about 1 year ago - 66 downloads last month - 38 stars on GitHub - 1 maintainer
Top 3.0% on pypi.org
erroranalysis 0.5.4
Core error analysis APIs
60 versions - Latest release: 23 days ago - 2 dependent packages - 8 dependent repositories - 51.2 thousand downloads last month - 1,198 stars on GitHub - 1 maintainer
ibreakdown 0.0.1a4
ibreakdown - model agnostic explanations with interactions
3 versions - Latest release: over 4 years ago - 1 dependent repositories - 9 downloads last month - 4 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: 25 days ago - 9 dependent packages - 8 dependent repositories - 121 thousand downloads last month - 1,196 stars on GitHub - 1 maintainer
powerlift 0.0.2
Interactive Benchmarking for Machine Learning.
2 versions - Latest release: almost 2 years ago - 22 downloads last month - 5,831 stars on GitHub - 1 maintainer
fat-forensics 0.1.2
A Python Toolbox for Algorithmic Fairness, Accountability and Transparency
5 versions - Latest release: over 1 year ago - 4 dependent repositories - 82 downloads last month - 70 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 3 years ago - 2 dependent repositories - 874 downloads last month - 380 stars on GitHub - 4 maintainers
h1st-contrib 2.1.8.dev1
Human-First AI (H1st)
2 versions - Latest release: 10 months ago - 2 downloads last month - 789 stars on GitHub - 1 maintainer
Top 9.1% on pypi.org
h1st 0.1.13
Human-First AI (H1st)
22 versions - Latest release: over 1 year ago - 3 dependent repositories - 28 downloads last month - 789 stars on GitHub - 1 maintainer
trustyai 0.6.0
Python bindings to the TrustyAI explainability library.
27 versions - Latest release: 2 months ago - 2 dependent repositories - 510 downloads last month - 12 stars on GitHub - 1 maintainer
amlbid 0.3
Transparent and Auto-explainable AutoML
1 version - Latest release: over 2 years ago - 1 dependent repositories - 20 downloads last month - 10 stars on GitHub - 1 maintainer
xaiographs 1.1.0
Python library providing Explainability & Fairness AI functionalities
3 versions - Latest release: 5 months ago - 11 downloads last month - 2 stars on GitHub - 2 maintainers
parity-fairness 0.1.30
Measure bias from data and machine learning models.
29 versions - Latest release: over 3 years ago - 1 dependent repositories - 29 downloads last month - 6 stars on GitHub - 2 maintainers
cv19index 1.1.4
COVID-19 Vulnerability Index
8 versions - Latest release: almost 4 years ago - 1 dependent repositories - 35 downloads last month - 21,311 stars on GitHub - 1 maintainer
template-wpdm 0.1.0
Warsztat Praktyka Data Mining
1 version - Latest release: 2 months ago - 33 downloads last month - 0 stars on GitHub - 2 maintainers
explainax 0.0.1
JAX-based Model Explanation and Interpretation Library
1 version - Latest release: about 1 year ago - 4 downloads last month - 0 stars on GitHub - 2 maintainers
groufi 0.0.3
A small library to compute group feature importance
3 versions - Latest release: over 1 year ago - 14 downloads last month - 2 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 1 year ago - 2 dependent packages - 4 dependent repositories - 923 downloads last month - 174 stars on GitHub - 2 maintainers
wmsd 1.0.0
TOPSIS ranking and interpretation using WMSD-space
1 version - Latest release: 5 months ago - 1 downloads last month - 1 stars on GitHub - 2 maintainers
xai-metrics 0.0.2
A package for analysis and evaluating metrics for Explainable AI (XAI)
2 versions - Latest release: about 4 years ago - 1 dependent repositories - 2 downloads last month - 2 stars on GitHub - 2 maintainers
Related Keywords
machine-learning 56 interpretability 52 explainable-ai 37 xai 29 deep-learning 25 explainable-ml 25 ml 15 fairness 14 ai 14 shap 14 python 14 shapley 14 machine learning 14 data-science 14 fairness-ai 13 rule-based 12 visualization 12 pytorch 11 interpretable-ai 11 gradient-boosting 11 fairness-ml 10 data-analysis 9 model-agnostic 9 time-series 9 responsible-ai 8 ui 8 widget 8 widgets 8 machinelearning 8 artificial-intelligence 8 jupyter 8 error-analysis 8 data-visualization 8 interpretable-machine-learning 8 scikit-learn 7 transparency 6 bias 6 xai-library 6 neural-network 5 counterfactual-explanations 5 regression 5 iml 5 interpretable-ml 5 deep learning 4 neural-networks 4 AI 4 blackbox 4 classification 4 tensorflow 3 automl 3 robustness 3 ML 3 uncertainty 3 feature-importance 3 interpretml 3 hacktoberfest 3 differential-privacy 3 benchmarking 3 natural-language-processing 3 explainable-artificial-intelligence 3 jax 3 recourse 3 huggingface 3 dataset 3 nlp 3 interactive-plots 2 model-predictions 2 inner-workings 2 explainer 2 data-scientists 2 thetis 2 interactive-dashboards 2 dashboard 2 dash 2 feature importances 2 machine-learning-explainability 2 Machine Learning 2 Explainability 2 transformer 2 tpu 2 research-tool 2 gpu 2 explainability-libraries 2 cpu 2 algorithmic-recourse 2 transformers 2 saliency-maps 2 ablation 2 confidence-calibration 2 data-quality 2 robustness-ai 2 robustness-ml 2 traceability 2 uncertainty-calibration 2 validation 2 transparent 2 autonomous-vehicles 2 avionics 2 cold-start 2 collaboration 2