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Search results for r interpretable machine learning

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18 search results found
Awesome Machine Learning Interpretability ⭐ 3,241
A curated list of awesome responsible machine learning resources.
Xai_resources ⭐ 634
Interesting resources related to XAI (Explainable Artificial Intelligence)
Modelstudio ⭐ 305
📍 Interactive Studio for Explanatory Model Analysis
Fastshap ⭐ 96
Fast approximate Shapley values in R
Survex ⭐ 79
Explainable Machine Learning in Survival Analysis
Treeshap ⭐ 72
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
Xai Iml Sota ⭐ 50
Interesting resources related to Explainable Artificial Intelligence, Interpretable Machine Learning, Interactive Machine Learning, Human in Loop and Visual Analytics.
Xaiaterum2020 ⭐ 49
Workshop: Explanation and exploration of machine learning models with R and DALEX at eRum 2020
Kernelshap ⭐ 28
Efficient R implementation of SHAP
Flashlight ⭐ 20
Machine learning explanations
Vivo ⭐ 13
Variable importance via oscillations
Bcf Iv ⭐ 12
Package for heterogeneous causal effects in the presence of imperfect compliance (e.g., instrumental variables, fuzzy regression discontinuity designs)
Causalglm ⭐ 11
Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning
Cinday Rug Iml 2018 ⭐ 9
Slides and other material for Cincinnati-Dayton useR presentation on interpretable machine learning with R
Slise ⭐ 5
Robust regression algorithm that can be used for explaining black box models (R implementation)
Networkcausaltree ⭐ 5
Package for heterogeneous treatment and spillover effects under network interference
Distillml ⭐ 5
An R package providing functions for interpreting and distilling machine learning models
Shapflex ⭐ 5
An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model
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