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interpretable-machine-learning

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Fit interpretable models. Explain blackbox machine learning.

机器学习 interpretability gradient-boosting blackbox scikit-learn xai interpretml interpretable-machine-learning interpretable-ai transparency iml interpretable-ml explainable-ml explainability bias 人工智能 explainable-ai differential-privacy

C++

6646

764

6 天前

jphall663 / awesome-machine-learning-interpretability

A curated list of awesome responsible machine learning resources.

fairness xai interpretability transparency 机器学习数据科学 Python R Awesome Lists machine-learning-interpretability interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml ai-safety privacy-enhancing-technologies privacy-preserving-machine-learning

3851

608

13 天前

ModelOriented / DALEX

moDel Agnostic Language for Exploration and eXplanation

机器学习 interpretability 数据科学 xai iml model-visualization explanations explainable-ai predictive-modeling explainable-ml interpretable-machine-learning responsible-ai responsible-ml fairness

Python

1436

168

23 天前

interpretml / DiCE

Generate Diverse Counterfactual Explanations for any machine learning model.

explainable-ml xai interpretable-machine-learning 深度学习机器学习 explainable-ai

Python

1435

212

1 个月前

SelfExplainML / PiML-Toolbox

PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics

interpretable-machine-learning 低代码

Jupyter Notebook

1259

131

5 个月前

salesforce / OmniXAI

OmniXAI: A Library for eXplainable AI

explainable-ai explainable-ml interpretable-machine-learning 机器学习

Jupyter Notebook

946

104

1 年前

lopusz / awesome-interpretable-machine-learning

interpretable-machine-learning interpretable-ml interpretable-ai xai explainable-ai 机器学习数据科学

Python

915

140

2 年前

dswah / pyGAM

[CONTRIBUTORS WELCOME] Generalized Additive Models in Python

机器学习数据科学 scientific-computing Python interpretable-machine-learning explainable-ai explainable-ml interpretable-ai interpretable-ml

Python

911

181

9 天前

pbiecek / xai_resources

Interesting resources related to XAI (Explainable Artificial Intelligence)

xai interpretability interpretable-machine-learning

839

139

3 年前

jphall663 / interpretable_machine_learning_with_python

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

机器学习 Python xai gradient-boosting-machine decision-tree 数据科学 fairness interpretable-machine-learning interpretability machine-learning-interpretability iml transparency data-mining interpretable-ml interpretable-ai lime h2o

Jupyter Notebook

681

209

1 年前

mmschlk / shapiq

Shapley Interactions and Shapley Values for Machine Learning

Python explainability interpretability 机器学习 shap shapley explainable-ai feature-importance game-theory interpretable-machine-learning feature-attribution

Python

602

15 小时前

h2oai / mli-resources

H2O.ai Machine Learning Interpretability Resources

机器学习 Python jupyter-notebooks interpretability 数据科学 data-mining h2o xai transparency fairness xgboost machine-learning-interpretability iml interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml

Jupyter Notebook

489

130

5 年前

explainX / explainx

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

explainable-ai 机器学习 interpretability blackbox xai interpretable-ai transparency bias interpretable-machine-learning aws-sagemaker explainability explainable-ml machine-learning-interpretability scikit-learn

Jupyter Notebook

439

1 年前