local-explanations

There are 1 repository under local-explanations topic.

interpretml / interpret-text
A library that incorporates state-of-the-art explainers for text-based machine learning models and visualizes the result with a built-in dashboard.
text-interpretability explainer nlp-models jupyter-notebook visualization-dashboard nlp-scenarios data-scientists glass-box-explainers linear-models grey-box-explainers black-box-explanations nlp text-classification data-analyst local-explanations python npm microsoft-azureml azure-sdk
Language:Python 403
dandls / counterfactuals
counterfactuals: An R package for Counterfactual Explanation Methods
interpretable-machine-learning local-explanations model-agnostic-explanations
Language:HTML 20
edahelsinki / slisemap
SLISEMAP: Combining supervised dimensionality reduction with local explanations
dimensionality-reduction explainable-ai global-explanation local-explanations machine-learning manifold-visualization model-agnostic-explanations research research-paper supervised-dimensionality-reduction xai python pytorch
Language:Python 15
msetzu / glocalx
Generating global explanations from local ones
explainable-ai global-explanation local-explanations
Language:HTML 10
sbobek / lux
Local Universal Rule-based Explanations
counterfactual-explanations explainability explainable-artificial-intelligence interpretability local-explanations model-agnostic-explanations rule-based-explanations
Language:Python 9
pyslise
edahelsinki / pyslise
Robust regression algorithm that can be used for explaining black box models (Python implementation)
python robust-regression black-box-explanations local-explanations explain-classifiers explainable-ai explainable-ml interpretable-machine-learning sparse-regression model-agnostic machine-learning research-paper research slise slise-algorithm
Language:Python 5
slise
edahelsinki / slise
Robust regression algorithm that can be used for explaining black box models (R implementation)
r robust-regression black-box-explanations local-explanations explain-classifiers explainable-ai explainable-ml interpretable-machine-learning sparse-regression model-agnostic machine-learning research-paper research slise slise-algorithm r-package
Language:R 5
AIML-research / XPROAX
Code for paper "XPROAX - Local explanations for text classification with progressive neighborhood approximation", DSAA 2021 (https://ieeexplore.ieee.org/abstract/document/9564153). Repository maintained by Yi Cai.
explainable-ai local-explanations responsible-ai xai
Language:Python 1
peymanrasouli / categorical_locality
Interpreting Categorical Data Classifiers using Explanation-based Locality
black-box-model categorical-data classification explainable-ai interpretable-machine-learning local-explanations surrogate-models xai
Language:JavaScript 0