Projects in Awesome Lists tagged with interpretable

https://github.com/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.

accountability data-mining data-science decision-tree fairness fatml gradient-boosting-machine h2o iml interpretability interpretable interpretable-ai interpretable-machine-learning interpretable-ml lime machine-learning machine-learning-interpretability python transparency xai

Last synced: 16 May 2025

https://github.com/modeloriented/modelstudio

📍 Interactive Studio for Explanatory Model Analysis

ai explainable explainable-ai explainable-machine-learning explanatory-model-analysis human iml interactive interactivity interpretability interpretable interpretable-machine-learning learning machine model model-visualization r visualization xai

Last synced: 04 Apr 2025

https://github.com/ModelOriented/modelStudio

📍 Interactive Studio for Explanatory Model Analysis

ai explainable explainable-ai explainable-machine-learning explanatory-model-analysis human iml interactive interactivity interpretability interpretable interpretable-machine-learning learning machine model model-visualization r visualization xai

Last synced: 11 May 2025

https://github.com/hbaniecki/adversarial-explainable-ai

💡 Adversarial attacks on explanations and how to defend them

adversarial adversarial-attacks adversarial-examples adversarial-machine-learning attacks counterfactual deep defense evaluation explainability explainable-ai iml interpretability interpretable interpretable-machine-learning model responsible-ai robustness security xai

Last synced: 27 Jan 2026

https://github.com/cair/pytsetlinmachine

Implements the Tsetlin Machine, Convolutional Tsetlin Machine, Regression Tsetlin Machine, Weighted Tsetlin Machine, and Embedding Tsetlin Machine, with support for continuous features, multigranularity, clause indexing, and literal budget

bandit-learning classification convolution embedding frequent-pattern-mining interpretable machine-learning propositional-logic regression rule-based tsetlin-machine

Last synced: 09 Apr 2025

https://github.com/cair/pyTsetlinMachine

Implements the Tsetlin Machine, Convolutional Tsetlin Machine, Regression Tsetlin Machine, Weighted Tsetlin Machine, and Embedding Tsetlin Machine, with support for continuous features, multigranularity, clause indexing, and literal budget

bandit-learning classification convolution embedding frequent-pattern-mining interpretable machine-learning propositional-logic regression rule-based tsetlin-machine