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explainable-ml

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mindsdb / mindsdb

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rehmanzafar / xai-iml-sota

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

machine-learning human-in-the-loop interpretability explainable-artificial-intelligence researchers interactive-machine-learning deep-learning-visualization human-in-the-loop-machine-learning explainable-ml xai interpretable interpretable-machine-learning iml model-interpretability explainable interpretable-models explainable-models interpretable-learning explaining-ai explanation-methods
  • Updated Sep 7, 2020
  • R
adversarial-explainable-ai

hbaniecki / adversarial-explainable-ai

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💡 A curated list of adversarial attacks on model explanations

machine-learning awesome awesome-list interpretability adversarial-learning adversarial-machine-learning adversarial-examples explainable-artificial-intelligence adversarial-attacks model-explanation interpretable-deep-learning interpretable-ai explainable-ai explainable-ml xai interpretable-machine-learning iml adversarial-defense adversarial-xai adversarial-explainable-ai
  • Updated Sep 11, 2020

rehmanzafar / dlime_experiments

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In this work, we propose a deterministic version of Local Interpretable Model Agnostic Explanations (LIME) and the experimental results on three different medical datasets shows the superiority for Deterministic Local Interpretable Model-Agnostic Explanations (DLIME).

random-forest scikit-learn python3 neural-networks clusters knn lime classifiers explainable-ai explainable-ml xai heirarchical-clustering breast-cancer-dataset dlime
  • Updated Aug 17, 2020
  • Jupyter Notebook

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