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I work on tools that support predictive modeling.
All these tools are available as open source at https://github.com/ModelOriented/
My primary interests is in tools for eXplainable Artificial Intelligence / Interpretable Machine Learning, like https://github.com/ModelOriented/DALEX, https://github.com/ModelOriented/ingredients, https://github.com/ModelOriented/iBreakDown.
I also work on tools for model governance like https://github.com/pbiecek/archivist and model visualisation https://github.com/ModelOriented/DrWhy/
1 sponsor has funded pbiecek’s work.
Featured work
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ModelOriented/DALEX
moDel Agnostic Language for Exploration and eXplanation
Python 1,358 -
ModelOriented/DrWhy
DrWhy is the collection of tools for eXplainable AI (XAI). It's based on shared principles and simple grammar for exploration, explanation and visualisation of predictive models.
R 680 -
pbiecek/xai_resources
Interesting resources related to XAI (Explainable Artificial Intelligence)
R 812 -
kassambara/survminer
Survival Analysis and Visualization
R 490 -
ModelOriented/randomForestExplainer
A set of tools to understand what is happening inside a Random Forest
R 229 -
rOpenGov/eurostat
R tools for Eurostat data
R 234