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Top 15 interpretable-machine-learning open source projects

Awesome Machine Learning Interpretability

A curated list of awesome machine learning interpretability resources.

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

Fit interpretable models. Explain blackbox machine learning.

diabetes use case

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

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

Layerwise-Relevance-Propagation

Implementation of Layerwise Relevance Propagation for heatmapping "deep" layers

✭ 78

python visualization deep-learning interpretable-deep-learning interpretable-machine-learning

ml-fairness-framework

FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)

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Jupyter Notebook contrastive counterfactual explainable-ai explainable-ml xai interpretable-machine-learning fairness-ai aif360 fairness-ml alibi prototypical aix360 fairness-indicators

Fast approximate Shapley values in R

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r C++variable-importance explainable-ai explainable-ml xai shapley interpretable-machine-learning shapley-values

ProtoTrees: Neural Prototype Trees for Interpretable Fine-grained Image Recognition, published at CVPR2021

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python deep-neural-networks computer-vision pytorch decision-trees interpretability fine-grained-classification interpretable-deep-learning explainable-ai explainable-ml interpretable-machine-learning fine-grained-visual-categorization explainability cvpr2021

ShapleyExplanationNetworks

Implementation of the paper "Shapley Explanation Networks"

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python machine-learning deep-learning interpretable-deep-learning explainable-ai interpretable-machine-learning iclr2021

A Julia package for interpretable machine learning with stochastic Shapley values

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julia feature-importance shapley interpretable-machine-learning iml shap shapley-value stochastic-shapley-values

ConceptBottleneck

Concept Bottleneck Models, ICML 2020

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python shell computer-vision concepts interpretability interpretable-machine-learning cub-dataset concept-bottleneck-models osteoarthritis-initiative

interpretable-ml

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

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Jupyter Notebook 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

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

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python Jupyter Notebook 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

Interesting resources related to Explainable Artificial Intelligence, Interpretable Machine Learning, Interactive Machine Learning, Human in Loop and Visual Analytics.

Awesome-XAI-Evaluation

Reference tables to introduce and organize evaluation methods and measures for explainable machine learning systems

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awesome awesome-list interpretable-machine-learning xai-evaluation

Workshop: Explanation and exploration of machine learning models with R and DALEX at eRum 2020

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r explainable-ai interpretable-machine-learning dalex explanatory-model-analysis

1-15 of 15 interpretable-machine-learning projects