interpretable-machine-learning

#计算机科学#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 interpretable-ml explainable-ml explainability bias 人工智能 explainable-ai differential-privacy

C++ 6.53 k

6 天前

jphall663 / awesome-machine-learning-interpretability

#Awesome#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

3.8 k

5 天前

ModelOriented / DALEX

#计算机科学#moDel Agnostic Language for Exploration and eXplanation

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

Python 1.42 k

4 个月前

interpretml / DiCE

#计算机科学#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 1.41 k

16 天前

SelfExplainML / PiML-Toolbox

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

interpretable-machine-learning 低代码

Jupyter Notebook 1.25 k

3 个月前

salesforce / OmniXAI

#计算机科学#OmniXAI: A Library for eXplainable AI

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

Jupyter Notebook 927

1 年前

lopusz / awesome-interpretable-machine-learning

#计算机科学#

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

Python 916

2 年前

dswah / pyGAM

#计算机科学#[HELP REQUESTED] Generalized Additive Models in Python

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

Python 897

1 年前

pbiecek / xai_resources

Interesting resources related to XAI (Explainable Artificial Intelligence)

xai interpretability interpretable-machine-learning

R 831

3 年前

jphall663 / interpretable_machine_learning_with_python

#计算机科学#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 transparency data-mining interpretable-ml interpretable-ai lime h2o

Jupyter Notebook 681

1 年前

mmschlk / shapiq

#计算机科学#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 559

5 天前

h2oai / mli-resources

#计算机科学#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 interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml

Jupyter Notebook 488

5 年前

explainX / explainx

#计算机科学#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 @ ms...

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 436

10 个月前

sergioburdisso / pyss3

#自然语言处理#A Python package implementing a new interpretable machine learning model for text classification (with visualization tools for Explainable AI )