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 6.7% on pypi.org
secml 0.15.6
A library for Secure and Explainable Machine Learning
31 versions - Latest release: about 1 year ago - 1 dependent package - 8 dependent repositories - 621 downloads last month - 135 stars on GitHub - 4 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 month ago - 8 dependent packages - 116 dependent repositories - 17.8 thousand downloads last month - 2,289 stars on GitHub - 4 maintainers
Top 3.7% on pypi.org
lit-nlp 1.1.1
πŸ”₯LIT: The Learning Interpretability Tool
16 versions - Latest release: about 1 month ago - 2 dependent packages - 6 dependent repositories - 4.59 thousand downloads last month - 3,386 stars on GitHub - 4 maintainers
Top 1.1% on pypi.org
captum 0.7.0
Model interpretability for PyTorch
10 versions - Latest release: 6 months ago - 51 dependent packages - 312 dependent repositories - 219 thousand downloads last month - 4,418 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 - 54 downloads last month - 21 stars on GitHub - 3 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: 13 days ago - 298 dependent packages - 2,655 dependent repositories - 6.88 million downloads last month - 21,543 stars on GitHub - 3 maintainers
Top 3.1% on pypi.org
stellargraph 1.2.1
Python library for machine learning on graphs
24 versions - Latest release: almost 4 years ago - 1 dependent package - 46 dependent repositories - 7.31 thousand downloads last month - 2,877 stars on GitHub - 3 maintainers
Top 3.2% on pypi.org
tf-explain 0.3.1
Interpretability Callbacks for Tensorflow 2.0
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
interpretme 1.3.2
An interpretable machine learning pipeline over knowledge graphs
8 versions - Latest release: 11 months ago - 107 downloads last month - 23 stars on GitHub - 3 maintainers
psevencore 2024.4.26
pSeven Core is an integrated toolkit for design space exploration, optimization, and predictive m...
4 versions - Latest release: 24 days ago - 42 downloads last month - 21,543 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: 12 months ago - 14 downloads last month - 6 stars on GitHub - 2 maintainers
beexai 0.0.6
BEExAI: Benchmark to Evaluate Explainable AI
6 versions - Latest release: 3 months ago - 191 downloads last month - 7 stars on GitHub - 2 maintainers
Top 4.2% on pypi.org
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 2.3% on pypi.org
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 - 52.4 thousand downloads last month - 1,203 stars on GitHub - 2 maintainers
Top 7.6% on pypi.org
xplique 1.3.3
Explanations toolbox for Tensorflow 2
23 versions - Latest release: 5 months ago - 2 dependent packages - 2 dependent repositories - 1.58 thousand downloads last month - 570 stars on GitHub - 2 maintainers
invase 0.0.3
INVASE: Instance-wise Variable Selection
3 versions - Latest release: over 1 year ago - 28 downloads last month - 3 stars on GitHub - 2 maintainers
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
Top 9.7% on pypi.org
ydf 0.4.3
YDF (short for Yggdrasil Decision Forests) is a library for training, serving, evaluating and ana...
16 versions - Latest release: 12 days ago - 1 dependent repositories - 832 downloads last month - 393 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 3 years ago - 2 dependent repositories - 1.39 thousand downloads last month - 385 stars on GitHub - 2 maintainers
Top 1.4% on pypi.org
grad-cam 1.5.0
Many Class Activation Map methods implemented in Pytorch for classification, segmentation, object...
29 versions - Latest release: 5 months ago - 12 dependent packages - 80 dependent repositories - 38 thousand downloads last month - 9,506 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 6 years ago - 1 dependent repositories - 111 downloads last month - 27 stars on GitHub - 2 maintainers
craft-xai 0.0.3
Automatic Concept Extraction with CRAFT
3 versions - Latest release: 10 months ago - 74 downloads last month - 570 stars on GitHub - 2 maintainers
Top 2.6% on pypi.org
dalex 1.7.0 πŸ’°
Responsible Machine Learning in Python
26 versions - Latest release: 3 months ago - 3 dependent packages - 13 dependent repositories - 17.9 thousand downloads last month - 1,330 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
Top 2.8% on pypi.org
tensorflow-decision-forests 1.9.1
Collection of training and inference decision forest algorithms.
35 versions - Latest release: 12 days ago - 6 dependent packages - 13 dependent repositories - 218 thousand downloads last month - 651 stars on GitHub - 2 maintainers
penzai 0.1.1
Penzai: A JAX research toolkit for building, editing, and visualizing neural networks.
2 versions - Latest release: 17 days ago - 1 dependent package - 1.76 thousand downloads last month - 1,445 stars on GitHub - 2 maintainers
Top 9.2% on pypi.org
tcav 0.2.2
Testing with Concept Activation Vectors code
4 versions - Latest release: about 3 years ago - 2 dependent repositories - 480 downloads last month - 616 stars on GitHub - 2 maintainers
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 - 2 maintainers
oracle-automlx 24.2.0
Automated Machine Learning with Explainability
4 versions - Latest release: 18 days ago - 1 dependent package - 346 downloads last month - 20 stars on GitHub - 2 maintainers
imodelsx 1.0.6
Library to explain a dataset in natural language.
27 versions - Latest release: 12 days ago - 1 dependent repositories - 1.25 thousand downloads last month - 74 stars on GitHub - 1 maintainer
Top 3.0% on pypi.org
erroranalysis 0.5.4
Core error analysis APIs
60 versions - Latest release: about 1 month ago - 2 dependent packages - 8 dependent repositories - 49.4 thousand downloads last month - 1,235 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 - 102 downloads last month - 125 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: about 2 years ago - 1 dependent repositories - 111 downloads last month - 44 stars on GitHub - 1 maintainer
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: 2 months ago - 2 dependent packages - 19 dependent repositories - 7.39 thousand downloads last month - 2,648 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
acd 0.0.2
Hierarchical interpretatations and contextual decomposition in pytorch
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 72 downloads last month - 123 stars on GitHub - 1 maintainer
ferret-xai 0.4.2
A python package for benchmarking interpretability approaches.
12 versions - Latest release: 4 months ago - 1 dependent repositories - 220 downloads last month - 193 stars on GitHub - 1 maintainer
helmet 1.1.1
A python package for benchmarking interpretability techniques on Transformers.
8 versions - Latest release: 14 days ago - 767 downloads last month - 203 stars on GitHub - 1 maintainer
rim-interpret 0.0.5
Interpretability metrics for machine learning models
5 versions - Latest release: 9 months ago - 38 downloads last month - 0 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: over 1 year ago - 73 downloads last month - 6 stars on GitHub - 1 maintainer
simtorch 0.2.1
PyTorch library to compare similarity between NN representations
8 versions - Latest release: over 1 year ago - 80 downloads last month - 7 stars on GitHub - 1 maintainer
te2rules 1.0.1
Python Library to explain tree ensembles using rules
20 versions - Latest release: 28 days ago - 353 downloads last month - 32 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: 3 months ago - 1 dependent package - 4 dependent repositories - 2.64 thousand downloads last month - 231 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 - 371 downloads last month - 723 stars on GitHub - 1 maintainer
trelawney 0.3.1
Generic Interpretability package
4 versions - Latest release: over 4 years ago - 1 dependent repositories - 41 downloads last month - 58 stars on GitHub - 1 maintainer
Top 3.2% on pypi.org
imodels 1.4.3
Implementations of various interpretable models
47 versions - Latest release: 2 months ago - 7 dependent packages - 4 dependent repositories - 65.1 thousand downloads last month - 1,234 stars on GitHub - 1 maintainer
bioexp 0.0.4 πŸ’°
Deep Learning model analysis toolbox
3 versions - Latest release: almost 4 years ago - 1 dependent repositories - 21 downloads last month - 28 stars on GitHub - 1 maintainer
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 - 1 maintainer
eleuther-elk 0.1.1
Keeping language models honest by directly eliciting knowledge encoded in their activations
2 versions - Latest release: 10 months ago - 12 downloads last month - 1 maintainer
xai-benchmark 0.3.0
Benchmark for Explainable AI methods
3 versions - Latest release: 12 months ago - 31 downloads last month - 3 stars on GitHub - 1 maintainer
torchprism 2.0.0
Principal Image Sections Mapping for PyTorch
4 versions - Latest release: over 1 year ago - 1 dependent repositories - 71 downloads last month - 47 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
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 - 40 downloads last month - 2 stars on GitHub - 1 maintainer
tsproto 0.2.0
Post-host prototype-based explanations with rules for time-series classifiers
3 versions - Latest release: about 2 months ago - 39 downloads last month - 0 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 - 35 downloads last month - 25 stars on GitHub - 1 maintainer
cvplot 0.0.2
Understand machine learning models with Contribution-Value plots
2 versions - Latest release: over 2 years ago - 1 dependent repositories - 14 downloads last month - 5 stars on GitHub - 1 maintainer
exsum 1.0.0
Explanation Summary (ExSum)
1 version - Latest release: about 2 years ago - 1 dependent repositories - 24 downloads last month - 65 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 1 year ago - 1 dependent repositories - 18 downloads last month - 7 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
gamma-facet 2.1.1
Human-explainable AI.
26 versions - Latest release: 6 months ago - 1 dependent repositories - 429 downloads last month - 482 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: 11 months ago - 3 dependent packages - 4 dependent repositories - 38.3 thousand downloads last month - 492 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 - 4 dependent packages - 4 dependent repositories - 1.02 thousand downloads last month - 177 stars on GitHub - 1 maintainer
graphpatch 0.1.0
graphpatch is a library for activation patching on PyTorch neural network models.
1 version - Latest release: 6 months ago - 10 downloads last month - 2 stars on GitHub - 1 maintainer
pyreft 0.0.5
REFT: Representation Finetuning for Language Models
4 versions - Latest release: about 1 month ago - 714 downloads last month - 463 stars on GitHub - 1 maintainer
diffusers-interpret 0.5.0
diffusers-interpret: model explainability for πŸ€— Diffusers
11 versions - Latest release: over 1 year ago - 1 dependent repositories - 75 downloads last month - 259 stars on GitHub - 1 maintainer
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 - 1 maintainer
nam-pt 0.3
Neural Additive Models (PyTorch): Intepretable ML with Neural Nets
1 version - Latest release: over 3 years ago - 1 dependent repositories - 56 downloads last month - 19 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 3 years ago - 126 dependent repositories - 534 downloads last month - 4,613 stars on GitHub - 1 maintainer
pyvene 0.1.1
Use Activation Intervention to Interpret Causal Mechanism of Model
10 versions - Latest release: about 1 month ago - 1 dependent package - 1.54 thousand downloads last month - 491 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 7 years ago - 1 dependent package - 10 dependent repositories - 423 downloads last month - 159 stars on GitHub - 1 maintainer
lux-explainer 1.2.0
Universal Local Rule-based Explainer
4 versions - Latest release: 20 days ago - 1 dependent package - 287 downloads last month - 8 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 - 68 downloads last month - 6 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
rld 0.1.1
A development tool for evaluation and interpretability of reinforcement learning agents.
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 24 downloads last month - 1 stars on GitHub - 1 maintainer
sentence-embeddings 0.0.4
Search and visualize sentence embeddings.
4 versions - Latest release: over 2 years ago - 1 dependent repositories - 38 downloads last month - 0 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 - 1 maintainer
keymorph 1.0.0
KeyMorph is a deep learning-based image registration framework that relies on automatically extra...
2 versions - Latest release: 10 days ago - 190 downloads last month - 46 stars on GitHub - 1 maintainer
transact-dr 1.0.1
TRANSACT
1 version - Latest release: over 3 years ago - 1 dependent repositories - 17 downloads last month - 2 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 1 year ago - 1 dependent package - 11 dependent repositories - 22.4 thousand downloads last month - 1,204 stars on GitHub - 1 maintainer
discern-xai 0.0.27
DisCERN: Discovering Counterfactual Explanations using Relevance Features from Neighbourhoods
8 versions - Latest release: about 1 year ago - 1 dependent repositories - 66 downloads last month - 5 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
canonical-sets 0.0.3
Exposing Algorithmic Bias with Canonical Sets.
3 versions - Latest release: over 1 year ago - 33 downloads last month - 6 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 - 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 - 775 downloads last month - 21,543 stars on GitHub - 1 maintainer
powerlift 0.0.2
Interactive Benchmarking for Machine Learning.
4 versions - Latest release: almost 2 years ago - 130 downloads last month - 5,831 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 - 14 downloads last month - 21,543 stars on GitHub - 1 maintainer
smace 0.0
Semi-Model-Agnostic Contextual Explainer library
1 version - Latest release: over 1 year ago - 9 downloads last month - 7 stars on GitHub - 1 maintainer
layerssustainabilityanalysis 1.0.4
A Python library that analyzes the layer sustainability of neural networks
5 versions - Latest release: about 2 years ago - 1 dependent repositories - 36 downloads last month - 14 stars on GitHub - 1 maintainer
metapredictor 0.0.0
A Human-Centered Evaluation Framework for Explainability Methods
1 version - Latest release: over 1 year ago - 13 downloads last month - 3 stars on GitHub - 1 maintainer
random-forestry 0.10.0
Random forest estimator
2 versions - Latest release: about 1 year ago - 158 downloads last month - 30 stars on GitHub - 1 maintainer
explainax 0.0.1
JAX-based Model Explanation and Interpretation Library
1 version - Latest release: about 1 year ago - 15 downloads last month - 0 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: 12 months ago - 202 downloads last month - 21,543 stars on GitHub - 1 maintainer
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
Top 7.8% on pypi.org
concept-erasure 0.2.4
Erasing concepts from neural representations with provable guarantees
8 versions - Latest release: 4 months ago - 1 dependent package - 3 dependent repositories - 401 downloads last month - 9 stars on GitHub - 1 maintainer
stellargraph-mvisani 1.3.1b0
Python library for machine learning on graphs
2 versions - Latest release: 9 months ago - 65 downloads last month - 2,877 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: 9 months ago - 12 downloads last month - 0 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: 6 months ago - 14 downloads last month - 11 stars on GitHub - 1 maintainer
knac-toolkit 1.0.2
Knowledge Augmented Clustering
2 versions - Latest release: 3 months ago - 17 downloads last month - 6 stars on GitHub - 1 maintainer
kgraph-ts 0.0.1
kGraph
1 version - Latest release: 3 months ago - 10 downloads last month - 4 stars on GitHub - 1 maintainer
inseq 0.6.0
Interpretability for Sequence Generation Models πŸ”
6 versions - Latest release: about 1 month ago - 1 dependent package - 1 dependent repositories - 1.19 thousand downloads last month - 310 stars on GitHub - 1 maintainer
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 - 125 downloads last month - 11 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 fairness 13 gradient-boosting 13 transformers 13 interpretable-machine-learning 13 machine learning 12 interpretable-ai 12 shapley 11 tensorflow 10 artificial-intelligence 10 scikit-learn 9 jupyter 9 neural-network 9 fairness-ai 9 ai 9 widgets 9 responsible-ai 9 widget 8 interpretable-ml 8 nlp 8 ui 8 natural-language-processing 8 machinelearning 8 fairness-ml 8 data-analysis 8 error-analysis 8 data-visualization 8 deep learning 7 iml 7 neural-networks 7 random-forest 6 bias 6 transparency 6 explainable-artificial-intelligence 5 language-model 5 interpretable-deep-learning 4 counterfactual-explanations 4 machine 4 learning 4 lime 4 keras 4 saliency-map 4 machine-learning-algorithms 4 large-language-models 4 regression 4 blackbox 4 statistics 4 feature-attribution 4 feature-importance 4 cnn 3 huggingface 3 interpretml 3 computer-vision 3 language-models 3 differential-privacy 3 explainable-machine-learning 3 clustering 3 python3 3 machine-learning-interpretability 3 trees 3 captum 3 xai-library 3 natural language processing 3 mechanistic-interpretability 3 tensor 3 time-series 3 model-agnostic 3 explanations 3 deep-neural-networks 3 counterfactual 3 decision-trees 3 rule-based 3 classification 3 networkx 3 optimization 2 neural networks 2 transformer 2 sentiment-analysis 2 text-classification 2 transformer-models 2 machine-learning-explainability 2 jupyter-notebook 2 grad-cam 2 image-classification 2 score-cam 2 python-package 2 jax 2 transparent 2 Explainability 2