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pypi.org "interpretability" keyword

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

Top 9.7% on pypi.org
ydf 0.13.0
YDF (short for Yggdrasil Decision Forests) is a library for training, serving, evaluating and ana...
25 versions - Latest release: about 2 months ago - 1 dependent repositories - 90.3 thousand downloads last month - 603 stars on GitHub - 2 maintainers
Top 4.1% on pypi.org
transformers-interpret 0.10.0
Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model i...
36 versions - Latest release: over 2 years ago - 1 dependent package - 11 dependent repositories - 27.1 thousand downloads last month - 1,372 stars on GitHub - 1 maintainer
Top 4.5% on pypi.org
torchcam 0.4.0 💰
Class activation maps for your PyTorch CNN models
9 versions - Latest release: almost 2 years ago - 3 dependent packages - 9 dependent repositories - 20.9 thousand downloads last month - 2,254 stars on GitHub - 1 maintainer
Top 6.0% on pypi.org
aspect-based-sentiment-analysis 2.0.3
Aspect Based Sentiment Analysis: Transformer & Interpretability (TensorFlow)
8 versions - Latest release: about 4 years ago - 3 dependent repositories - 7.11 thousand downloads last month - 571 stars on GitHub - 1 maintainer
Top 7.2% on pypi.org
asent 0.8.3
A python package for flexible and transparent sentiment analysis.
34 versions - Latest release: almost 2 years ago - 1 dependent package - 3 dependent repositories - 3.21 thousand downloads last month - 118 stars on GitHub - 1 maintainer
ir-explain 0.1
A Python Library for Explainable IR methods
1 version - Latest release: 7 months ago - 9 downloads last month - 6 stars on GitHub - 1 maintainer
corelay 1.0.0
CoRelAy is a tool to compose small-scale (single-machine) analysis pipelines to generate analysis...
3 versions - Latest release: about 2 months ago - 1 dependent repositories - 194 downloads last month - 28 stars on GitHub - 1 maintainer
fat-forensics 0.1.2
A Python Toolbox for Algorithmic Fairness, Accountability and Transparency
5 versions - Latest release: about 3 years ago - 4 dependent repositories - 55 downloads last month - 77 stars on GitHub - 1 maintainer
Top 3.2% on pypi.org
imodels 2.0.3
Implementations of various interpretable models
54 versions - Latest release: 10 days ago - 7 dependent packages - 4 dependent repositories - 33.5 thousand downloads last month - 1,491 stars on GitHub - 1 maintainer
inseq 0.6.0
Interpretability for Sequence Generation Models 🔍
6 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 381 downloads last month - 437 stars on GitHub - 1 maintainer
simtorch 0.2.1
[NeurIPS'22] PyTorch library to compare similarity between NN representations
8 versions - Latest release: almost 3 years ago - 21 downloads last month - 11 stars on GitHub - 1 maintainer
Top 3.2% on pypi.org
tf-explain 0.3.1
Interpretability Callbacks for Tensorflow 2.0
7 versions - Latest release: almost 4 years ago - 5 dependent packages - 43 dependent repositories - 7.15 thousand downloads last month - 1,029 stars on GitHub - 3 maintainers
shapiq 1.3.1
Shapley Interactions for Machine Learning
16 versions - Latest release: about 2 months ago - 10 thousand downloads last month - 608 stars on GitHub - 2 maintainers
tree-influence 0.1.7
Influence Estimation for Gradient-Boosted Decision Trees
6 versions - Latest release: over 1 year ago - 1 dependent repositories - 113 downloads last month - 23 stars on GitHub - 1 maintainer
interpretability 0.0.3
A selection of interpretable methods with logging and printouts
3 versions - Latest release: about 6 years ago - 1 dependent repositories - 56 downloads last month - 2 stars on GitHub - 1 maintainer
kgraph-ts 0.0.1
kGraph
1 version - Latest release: over 1 year ago - 23 downloads last month - 35 stars on GitHub - 1 maintainer
Top 8.6% on pypi.org
quantus 0.6.0
A metrics toolkit to evaluate neural network explanations.
28 versions - Latest release: about 2 months ago - 1 dependent package - 1 dependent repositories - 876 downloads last month - 620 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: over 5 years ago - 4 dependent repositories - 175 downloads last month - 741 stars on GitHub - 1 maintainer
cvplot 0.0.2
Understand machine learning models with Contribution-Value plots
2 versions - Latest release: almost 4 years ago - 1 dependent repositories - 7 downloads last month - 6 stars on GitHub - 1 maintainer
powerlift 0.1.12
Interactive Benchmarking for Machine Learning.
15 versions - Latest release: 11 months ago - 52 downloads last month - 5,831 stars on GitHub - 1 maintainer
Top 1.1% on pypi.org
interpret 0.7.2
Fit interpretable models. Explain blackbox machine learning.
66 versions - Latest release: about 1 month ago - 24 dependent packages - 95 dependent repositories - 283 thousand downloads last month - 5,979 stars on GitHub - 1 maintainer
misas 0.1.1
Model Interpretation through Sensitivity Analysis for Segmentation
7 versions - Latest release: about 3 years ago - 1 dependent repositories - 23 downloads last month - 6 stars on GitHub - 1 maintainer
Top 1.4% on pypi.org
grad-cam 1.5.5
Many Class Activation Map methods implemented in Pytorch for classification, segmentation, object...
33 versions - Latest release: 5 months ago - 12 dependent packages - 80 dependent repositories - 37 thousand downloads last month - 9,630 stars on GitHub - 2 maintainers
acd 0.0.2
Hierarchical interpretatations and contextual decomposition in pytorch
2 versions - Latest release: over 4 years ago - 1 dependent repositories - 85 downloads last month - 129 stars on GitHub - 1 maintainer
imodelsx 1.0.11
Library to explain a dataset in natural language.
32 versions - Latest release: 11 days ago - 1 dependent repositories - 1.02 thousand downloads last month - 170 stars on GitHub - 1 maintainer
Top 1.1% on pypi.org
captum 0.8.0
Model interpretability for PyTorch
11 versions - Latest release: 5 months ago - 51 dependent packages - 312 dependent repositories - 422 thousand downloads last month - 4,615 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: over 1 year ago - 8 dependent packages - 116 dependent repositories - 13.5 thousand downloads last month - 2,307 stars on GitHub - 4 maintainers
random-subgroups 0.4.1
('Machine learning with Subgroup Discovery',)
7 versions - Latest release: over 4 years ago - 1 dependent repositories - 16 downloads last month - 7 stars on GitHub - 1 maintainer
oracle-automlx 25.3.1
Automated Machine Learning with Explainability
13 versions - Latest release: about 1 month ago - 1 dependent package - 2.51 thousand downloads last month - 29 stars on GitHub - 3 maintainers
Top 1.3% on pypi.org
interpret-core 0.7.2
Fit interpretable models. Explain blackbox machine learning.
45 versions - Latest release: about 1 month ago - 5 dependent packages - 115 dependent repositories - 457 thousand downloads last month - 6,269 stars on GitHub - 1 maintainer
knac-toolkit 1.0.2
Knowledge Augmented Clustering
2 versions - Latest release: over 1 year ago - 10 downloads last month - 6 stars on GitHub - 1 maintainer
tuned-lens 0.2.0
Tools for understanding how transformer predictions are built layer-by-layer
8 versions - Latest release: about 2 years ago - 1 dependent repositories - 368 downloads last month - 422 stars on GitHub - 1 maintainer
nnsight 0.5.3
Package for interpreting and manipulating the internals of deep learning models.
101 versions - Latest release: 1 day ago - 2 dependent packages - 1 dependent repositories - 16 thousand downloads last month - 155 stars on GitHub - 1 maintainer
jeli 1.0.2
Package for Joint Embedding-classifier Learning for Interpretability. Learns feature/item/user em...
2 versions - Latest release: 7 months ago - 22 downloads last month - 0 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
gamma-facet 2.2.1
Human-explainable AI.
29 versions - Latest release: 2 days ago - 1 dependent repositories - 964 downloads last month - 525 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: about 2 years ago - 24 downloads last month - 24,304 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: almost 5 years ago - 2 dependent repositories - 62 downloads last month - 438 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: almost 3 years ago - 9 downloads last month - 6 stars on GitHub - 1 maintainer
invase 0.0.3
INVASE: Instance-wise Variable Selection
3 versions - Latest release: about 3 years ago - 50 downloads last month - 3 stars on GitHub - 2 maintainers
treeprompt 0.0.1
Tree prompting
1 version - Latest release: almost 2 years ago - 9 downloads last month - 40 stars on GitHub - 1 maintainer
torch-explain 1.5.1
PyTorch Explain: Explainable Deep Learning in Python.
22 versions - Latest release: over 2 years ago - 3 dependent repositories - 59 downloads last month - 159 stars on GitHub - 1 maintainer
aplr 10.10.0 💰
Automatic Piecewise Linear Regression
124 versions - Latest release: 3 days ago - 1 dependent repositories - 72.3 thousand downloads last month - 21 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: almost 3 years ago - 1 dependent repositories - 5 downloads last month - 7 stars on GitHub - 1 maintainer
verskyt 0.2.1
Python library for Tversky Neural Networks with research tools for model introspection and protot...
6 versions - Latest release: 4 days ago - 243 downloads last month - 0 stars on GitHub - 1 maintainer
responsibleai-text 0.2.7
SDK API to assess text Machine Learning models.
14 versions - Latest release: over 1 year ago - 32 downloads last month - 1,613 stars on GitHub - 1 maintainer
Top 3.0% on pypi.org
responsibleai 0.36.0
SDK API to explain models, generate counterfactual examples, analyze causal effects and analyze e...
49 versions - Latest release: about 1 year ago - 5 dependent packages - 5 dependent repositories - 16.8 thousand downloads last month - 1,613 stars on GitHub - 1 maintainer
responsibleai-vision 0.3.8
SDK API to assess image Machine Learning models.
15 versions - Latest release: over 1 year ago - 16 downloads last month - 1,613 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
rai-test-utils 0.4.2
Common basic test utilities used across various RAI tools
7 versions - Latest release: over 1 year ago - 1.4 thousand downloads last month - 1,613 stars on GitHub - 1 maintainer
Top 3.3% on pypi.org
raiwidgets 0.36.0
Interactive visualizations to assess fairness, explain models, generate counterfactual examples, ...
49 versions - Latest release: about 1 year ago - 1 dependent package - 10 dependent repositories - 9.46 thousand downloads last month - 1,613 stars on GitHub - 1 maintainer
Top 9.2% on pypi.org
tcav 0.2.2
Testing with Concept Activation Vectors code
4 versions - Latest release: over 4 years ago - 2 dependent repositories - 164 downloads last month - 643 stars on GitHub - 2 maintainers
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: over 4 years ago - 126 dependent repositories - 398 downloads last month - 4,702 stars on GitHub - 1 maintainer
sinr 1.4.0
Build word and graph embeddings based on community detection in graphs.
24 versions - Latest release: 5 months ago - 1 dependent repositories - 46 downloads last month - 19 stars on GitHub - 2 maintainers
Top 4.8% on pypi.org
sage-importance 0.0.6
For calculating global feature importance using Shapley values.
6 versions - Latest release: over 1 year ago - 1 dependent package - 4 dependent repositories - 1.02 thousand downloads last month - 274 stars on GitHub - 1 maintainer
ridge-utils 0.2
Experiments with language fMRI data from Alex Huth lab. More organized repo here: https://github....
2 versions - Latest release: over 1 year ago - 1.74 thousand downloads last month - 4 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: over 4 years ago - 1 dependent repositories - 16 downloads last month - 82 stars on GitHub - 1 maintainer
diffusers-interpret 0.5.0
diffusers-interpret: model explainability for 🤗 Diffusers
11 versions - Latest release: almost 3 years ago - 1 dependent repositories - 18 downloads last month - 280 stars on GitHub - 1 maintainer
Top 2.9% on pypi.org
shapash 2.7.10
Shapash is a Python library which aims to make machine learning interpretable and understandable ...
47 versions - Latest release: about 1 month ago - 2 dependent packages - 19 dependent repositories - 8.08 thousand downloads last month - 2,711 stars on GitHub - 1 maintainer
thermostat-datasets 1.1.0
Collection of NLP model explanations and accompanying analysis tools
5 versions - Latest release: about 2 years ago - 1 dependent package - 1 dependent repositories - 105 downloads last month - 144 stars on GitHub - 2 maintainers
pyvene 0.1.8
Use Activation Intervention to Interpret Causal Mechanism of Model
17 versions - Latest release: 3 months ago - 1 dependent package - 2.21 thousand downloads last month - 800 stars on GitHub - 1 maintainer
locking-activations 0.1.0
Locking activations via k-sparse autoencoders.
1 version - Latest release: 12 months ago - 12 downloads last month - 1 maintainer
autoprognosis 0.1.22
A system for automating the design of predictive modeling pipelines tailored for clinical prognosis.
22 versions - Latest release: 5 months ago - 257 downloads last month - 152 stars on GitHub - 2 maintainers
Top 9.6% on pypi.org
pyss3 0.6.4
Python package that implements the SS3 text classifier (with visualizations tools for XAI)
28 versions - Latest release: over 4 years ago - 1 dependent repositories - 1.66 thousand downloads last month - 344 stars on GitHub - 1 maintainer
Top 7.6% on pypi.org
xplique 1.4.0
Explanations toolbox for Tensorflow 2
24 versions - Latest release: 11 months ago - 2 dependent packages - 2 dependent repositories - 1.65 thousand downloads last month - 697 stars on GitHub - 2 maintainers
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: almost 4 years ago - 24 dependent repositories - 479 downloads last month - 1,179 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: over 5 years ago - 4 dependent repositories - 26 downloads last month - 623 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: almost 3 years ago - 1 dependent repositories - 248 downloads last month - 24,304 stars on GitHub - 1 maintainer
mirzai 0.4.0
Prediction of Exchangeable Potassium in Soil through Mid-Infrared Spectroscopy and Deep Learning:...
20 versions - Latest release: almost 3 years ago - 95 downloads last month - 3 stars on GitHub - 1 maintainer
renn 0.1.0
Research tools for Reverse Engineering Neural Networks (RENN).
9 versions - Latest release: over 4 years ago - 2 dependent repositories - 28 downloads last month - 155 stars on GitHub - 1 maintainer
Top 6.7% on pypi.org
secml 0.15.6
A library for Secure and Explainable Machine Learning
31 versions - Latest release: over 2 years ago - 1 dependent package - 8 dependent repositories - 425 downloads last month - 184 stars on GitHub - 4 maintainers
overcomplete 0.2.8
Toolbox for experimenting with (Overcomplete) Dictionary Learning for Vision model
11 versions - Latest release: 5 months ago - 676 downloads last month - 71 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: almost 6 years ago - 1 dependent repositories - 51 downloads last month - 3 stars on GitHub - 1 maintainer
Top 4.2% on pypi.org
deeplift 0.6.6
DeepLIFT (Deep Learning Important FeaTures)
12 versions - Latest release: about 7 years ago - 2 dependent packages - 13 dependent repositories - 648 downloads last month - 861 stars on GitHub - 2 maintainers
Top 2.6% on pypi.org
dalex 1.7.2 💰
Responsible Machine Learning in Python
28 versions - Latest release: 7 months ago - 3 dependent packages - 13 dependent repositories - 27.1 thousand downloads last month - 1,432 stars on GitHub - 2 maintainers
explaind 0.0.2
A unified framework for attributing model components, data, and training dynamics to model behavior.
2 versions - Latest release: 4 months ago - 11 downloads last month - 7 stars on GitHub - 1 maintainer
Top 2.8% on pypi.org
tensorflow-decision-forests 1.12.0
Collection of training and inference decision forest algorithms.
40 versions - Latest release: 6 months ago - 6 dependent packages - 13 dependent repositories - 315 thousand downloads last month - 690 stars on GitHub - 2 maintainers
minicons 0.3.32
A package of useful functions to analyze transformer based language models.
101 versions - Latest release: 2 months ago - 1 dependent package - 1 dependent repositories - 1.17 thousand downloads last month - 158 stars on GitHub - 1 maintainer
litelearn 0.3.0
a python library for quickly building and evaluating models
18 versions - Latest release: over 2 years ago - 36 downloads last month - 23,722 stars on GitHub - 1 maintainer
tsinterpret 0.4.7
todo
35 versions - Latest release: 9 months ago - 146 downloads last month - 133 stars on GitHub - 1 maintainer
penzai 0.2.5
Penzai: A JAX research toolkit for building, editing, and visualizing neural networks.
12 versions - Latest release: 5 months ago - 1 dependent package - 3.1 thousand downloads last month - 1,602 stars on GitHub - 2 maintainers
hypothesaes 0.3.0
Hypothesizing interpretable relationships in text datasets using sparse autoencoders.
8 versions - Latest release: about 1 month ago - 189 downloads last month - 41 stars on GitHub - 1 maintainer
signxai2 0.14.1
A comprehensive explainable AI library supporting both TensorFlow and PyTorch with unified API an...
23 versions - Latest release: 10 days ago - 1.7 thousand downloads last month - 0 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: over 1 year ago - 1 dependent package - 3 dependent repositories - 152 downloads last month - 8 stars on GitHub - 1 maintainer
treemind 0.2.0
feature and feature interaction analyzer for gradient boosting
4 versions - Latest release: about 1 month ago - 407 downloads last month - 36 stars on GitHub - 1 maintainer
Top 0.3% on pypi.org
shap 0.48.0
A unified approach to explain the output of any machine learning model.
107 versions - Latest release: 3 months ago - 298 dependent packages - 2,655 dependent repositories - 7.06 million downloads last month - 24,304 stars on GitHub - 3 maintainers
eai-delphi 0.1.1
Automated Interpretability
3 versions - Latest release: 10 days ago - 27 downloads last month - 1 maintainer
rld 0.1.1
A development tool for evaluation and interpretability of reinforcement learning agents.
2 versions - Latest release: about 5 years ago - 1 dependent repositories - 18 downloads last month - 2 stars on GitHub - 1 maintainer
psevencore 2025.7.57
pSeven Core is an integrated toolkit for design space exploration, optimization, and predictive m...
17 versions - Latest release: 10 days ago - 249 downloads last month - 21,543 stars on GitHub - 2 maintainers
Top 3.1% on pypi.org
stellargraph 1.2.1
Python library for machine learning on graphs
24 versions - Latest release: about 5 years ago - 1 dependent package - 46 dependent repositories - 2.89 thousand downloads last month - 3,022 stars on GitHub - 3 maintainers
stellargraph-mvisani 1.3.1b0
Python library for machine learning on graphs
2 versions - Latest release: about 2 years ago - 9 downloads last month - 3,022 stars on GitHub - 1 maintainer
interprets 0.5.0
Feature extraction from time series to support the creation of interpretable and explainable pred...
5 versions - Latest release: 8 months ago - 26 downloads last month - 13 stars on GitHub - 6 maintainers
relseg 0.1.0
Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks...
1 version - Latest release: 5 months ago - 9 downloads last month - 220 stars on GitHub - 1 maintainer
pyreft 0.1.0
REFT: Representation Finetuning for Language Models
9 versions - Latest release: 7 months ago - 2.45 thousand downloads last month - 1,510 stars on GitHub - 1 maintainer
Top 7.5% on pypi.org
nlp-feature-extractors 0.1.0
NLP Feature Extractors
4 versions - Latest release: almost 3 years ago - 1 dependent package - 1 dependent repositories - 46 downloads last month - 1,241 stars on GitHub - 2 maintainers
trustee 1.1.6
This package implements the Trustee framework to extract decision tree explanation from black-box...
9 versions - Latest release: over 1 year ago - 1 dependent repositories - 119 downloads last month - 32 stars on GitHub - 1 maintainer
rim-interpret 0.0.5
Interpretability metrics for machine learning models
5 versions - Latest release: about 2 years ago - 25 downloads last month - 0 stars on GitHub - 1 maintainer
tice-ml 1.0.4
Model agnostic Time-Series Counterfactual Engine.
1 version - Latest release: 12 days ago
interpreto 0.3.4
Interpretability toolbox for LLMs
9 versions - Latest release: 26 days ago - 217 downloads last month - 34 stars on GitHub - 4 maintainers
effector 0.2.0
An eXplainable AI package for tabular data.
46 versions - Latest release: about 2 months ago - 2.65 thousand downloads last month - 115 stars on GitHub
canonical-sets 0.0.3
Exposing Algorithmic Bias with Canonical Sets.
3 versions - Latest release: over 2 years ago - 15 downloads last month - 6 stars on GitHub - 1 maintainer
ideal-words 0.1.0
A PyTorch implementation of ideal word computation.
1 version - Latest release: 6 months ago - 16 downloads last month - 5 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 transformers 13 ai 13 shapley 13 fairness 13 artificial-intelligence 12 scikit-learn 11 tensorflow 11 deep learning 10 interpretable-ml 10 responsible-ai 9 jupyter 9 widgets 9 neural-networks 9 nlp 9 neural-network 9 fairness-ai 9 ui 8 widget 8 machinelearning 8 natural-language-processing 8 fairness-ml 8 error-analysis 8 data-visualization 8 data-analysis 8 transparency 7 iml 7 language-model 7 learning 6 machine 6 regression 6 lime 6 computer-vision 6 random-forest 6 bias 6 feature-attribution 6 statistics 5 explainable ai 5 explainable-artificial-intelligence 5 XAI 5 Machine Learning 5 Explainable AI 5 feature-importance 5 classification 5 language-models 4 saliency-map 4 interpretable-deep-learning 4 machine-learning-algorithms 4 huggingface 4 Interpretability 4 llm 4 Artificial Intelligence 4 counterfactual 4 keras 4 large-language-models 4 counterfactual-explanations 4 blackbox 4 natural language processing 4 xai-library 3 explanations 3 differential-privacy 3 attribution 3 model-agnostic 3 rule-based 3 cnn 3 grad-cam 3 lrp 3 captum 3 explainable-machine-learning 3 deep-neural-networks 3 explanation 3 clustering 3 decision-trees 3 python3 3 trees 3 tensor 3 neural networks 3 optimization 3 interpretml 3 Deep Learning 3 machine-learning-interpretability 3 mechanistic-interpretability 3 networkx 3 xgboost 3 time-series 3