machine-learning-interpretability

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jphall663 /awesome-machine-learning-interpretability

Star3.9k

A curated list of awesome responsible machine learning resources.

python data-science machine-learning awesome r awesome-list transparency fairness ai-safety privacy-enhancing-technologies interpretability interpretable-ai interpretable-ml explainable-ml xai interpretable-machine-learning privacy-preserving-machine-learning machine-learning-interpretability secure-ml reliable-ai

UpdatedNov 5, 2025

jphall663 /interpretable_machine_learning_with_python

Star681

Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

python data-science machine-learning data-mining h2o gradient-boosting-machine transparency decision-tree fairness lime accountability interpretability interpretable-ai interpretable-ml xai fatml interpretable interpretable-machine-learning iml machine-learning-interpretability

UpdatedJun 17, 2024
Jupyter Notebook

h2oai /mli-resources

Star490

H2O.ai Machine Learning Interpretability Resources

python data-science machine-learning data-mining h2o xgboost transparency jupyter-notebooks fairness accountability interpretability interpretable-ai interpretable-ml explainable-ml mli xai fatml interpretable-machine-learning iml machine-learning-interpretability

UpdatedDec 12, 2020
Jupyter Notebook

Explainable AI framework for data scientists. Explain & debug any blackbox machine learning model with a single line of code. We are looking for co-authors to take this project forward. Reach out @ ms8909@nyu.edu

machine-learning scikit-learn transparency blackbox bias interpretability explainable-artificial-intelligence interpretable-ai explainable-ai explainable-ml xai interpretable-machine-learning machine-learning-interpretability explainability aws-sagemaker explainx

UpdatedAug 21, 2024
Jupyter Notebook

DiegoUsaiUK /Propensity_Modelling

Star27

Predicting the Likelihood to Purchase a Financial Product Following a Direct Marketing Campaign

data-mining business-intelligence model-selection behaviour likelihood optimisation exploratory-analysis insight business-analytics marketing-campaigns machine-learning-interpretability propensity-modelling

UpdatedDec 30, 2022
R

jphall663 /diabetes_use_case

Star27

Sample use case for Xavier AI in Healthcare conference:https://www.xavierhealth.org/ai-summit-day2/

python data-science machine-learning data-mining healthcare xgboost transparency interpretability interpretable-ml explainable-ml xai interpretable-machine-learning iml machine-learning-interpretability

UpdatedJun 17, 2024
Jupyter Notebook

SDM-TIB /InterpretME

Star27

An interpretable machine learning pipeline over knowledge graphs

knowledge-graph ontologies shacl interpretability machine-learning-models machine-learning-interpretability

UpdatedApr 30, 2025
Jupyter Notebook

12wang3 /mllp

Star24

The code of AAAI 2020 paper "Transparent Classification with Multilayer Logical Perceptrons and Random Binarization".

machine-learning transparency aaai interpretability rule-based interpretable-ai interpretable-ml explainable-ai explainable-ml xai interpretable-machine-learning iml machine-learning-interpretability explainability rule-sets interpretml transparent-ml

UpdatedMar 10, 2024
Python

jphall663 /hc_ml

Star22

Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.

data-science machine-learning data-mining transparency fairness accountability interpretability interpretable-ai interpretable-ml explainable-ai explainable-ml xai fatml interpretable-machine-learning iml machine-learning-interpretability fairness-ai fairness-ml

UpdatedNov 19, 2019
TeX

navdeep-G /interpretable-ml

Star21

Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.

python data-science machine-learning data-mining gradient-boosting-machine transparency decision-trees fairness lime accountability interpretability interpretable-ai interpretable-ml xai fatml interpretable interpretable-machine-learning iml machine-learning-interpretability

UpdatedJun 21, 2022
Jupyter Notebook

h2oai /article-information-2019

Star13

Article for Special Edition of Information: Machine Learning with Python

python data-science machine-learning interpretable-ai interpretable-ml explainable-ai explainable-ml xai fatml fairness-testing interpretable-machine-learning iml machine-learning-interpretability fairness-ai fairness-ml

UpdatedJan 8, 2025
Jupyter Notebook

jphall663 /jsm_2018_paper

Star9

Paper for 2018 Joint Statistical Meetings:https://ww2.amstat.org/meetings/jsm/2018/onlineprogram/AbstractDetails.cfm?abstractid=329539

python data-science machine-learning data-mining transparency interpretability interpretable-ai interpretable-ml explainable-ml xai fatml interpretable-machine-learning iml machine-learning-interpretability

UpdatedDec 7, 2018
TeX

poloclub /telegam

Star8

TeleGam: Combining Visualization and Verbalization for Interpretable Machine Learning

machine-learning data-visualization machine-learning-interpretability

UpdatedAug 11, 2019
JavaScript

vanderschaarlab /INVASE

Star7

INVASE: Instance-wise Variable Selection . For more details, read the paper "INVASE: Instance-wise Variable Selection using Neural Networks," International Conference on Learning Representations (ICLR), 2019.

machine-learning machine-learning-algorithms pytorch interpretability xai machine-learning-interpretability

UpdatedAug 30, 2022
Python

hayesall /bn-rule-extraction

Sponsor

Star6

Rule Extraction from Bayesian Networks

machine-learning bayesian-network interpretability rule-extraction machine-learning-interpretability trustworthy-ai

UpdatedJan 4, 2022
Python

akifcinar /Machine_Learning_Interpretability

Star5

Overview of machine learning interpretation techniques and their implementations

python data-science machine-learning transparency interpretation interpretability model-interpretation interpretable-ai interpretable-ml mli xai interpretable-machine-learning machine-learning-interpretability interpretable-classifcation

UpdatedJan 5, 2021
Jupyter Notebook

SDM-TIB /InterpretME_Demo

Star2

Demonstration of InterpretME, an interpretable machine learning pipeline

interpretability machine-learning-models machine-learning-interpretability

UpdatedFeb 5, 2024
Jupyter Notebook

nilsdenter /novelty_value_ml

Star1

This project contains the data, code and results used in the paper title "On the relationship of novelty and value in digitalization patents: A machine learning approach".

machine-learning scikit-learn machine-learning-algorithms machinelearning patents machine-learning-models partial-dependence-plot machinelearning-python patentsview machine-learning-interpretability permutation-importance kpss machine-learning-interpretation