explanatory-model-analysis

There are 1 repository under explanatory-model-analysis topic.

DALEX
ModelOriented / DALEX
moDel Agnostic Language for Exploration and eXplanation
black-box dalex data-science explainable-ai explainable-artificial-intelligence explainable-ml explanations explanatory-model-analysis fairness iml interpretability interpretable-machine-learning machine-learning model-visualization predictive-modeling responsible-ai responsible-ml xai
Language:Python 1334
modelStudio
ModelOriented / modelStudio
📍 Interactive Studio for Explanatory Model Analysis
xai iml interpretability interpretable-machine-learning explanatory-model-analysis explainable-ai explainable-machine-learning model-visualization learning machine explainable interactive interpretable model ai human interactivity r visualization
Language:R 321
ema
pbiecek / ema
Explanatory Model Analysis. Explore, Explain and Examine Predictive Models
predictive-models explanatory-model-analysis explore explain examine machine-learning xai model-visualization
Language:Jupyter Notebook 175
survex
ModelOriented / survex
Explainable Machine Learning in Survival Analysis
brier-scores cox-regression explainable-ai explainable-machine-learning explainable-ml explanatory-model-analysis interpretable-machine-learning interpretable-ml machine-learning shap survival-analysis cox-model probabilistic-machine-learning r-package censored-data time-to-event xai biostatistics variable-importance r
Language:R 90
ModelOriented / treeshap
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
explainability explainable-ai explainable-artificial-intelligence explanatory-model-analysis iml interpretability interpretable-machine-learning machine-learning responsible-ml shap shapley-value xai
Language:R 75
pbiecek / XAIatERUM2020
Workshop: Explanation and exploration of machine learning models with R and DALEX at eRum 2020
explainable-ai interpretable-machine-learning dalex explanatory-model-analysis
Language:R 52
ArenaR
ModelOriented / ArenaR
Data generator for Arena - interactive XAI dashboard
xai iml interpretability explainability axplainable-artificial-intelligence ema explanatory-model-analysis interactive-xai
Language:R 29
pyartemis / artemis
A Python package with explanation methods for extraction of feature interactions from predictive models
data-science explainability explainable-ai explainable-ml explanatory-model-analysis iml interpretability interpretable-machine-learning machine-learning predictive-modeling xai xai-library
Language:Jupyter Notebook 23
Arena
ModelOriented / Arena
Interactive XAI dashboard
xai explainable-artificial-intelligence explanatory-model-analysis iml model-arena
Language:Vue 22
ModelOriented / corrgrapher
Visualize correlations between variables
xai model-visualization explanatory-model-analysis
Language:R 13
ModelOriented / triplot
Triplot: Instance- and data-level explanations for the groups of correlated features.
xai explanations machine-learning explanatory-model-analysis model-visualization
Language:R 9