Model Oriented

MI2DataLab @ Warsaw University of Technology

Pinned Repositories

DALEX
moDel Agnostic Language for Exploration and eXplanation
Language:Python1.3k 48 402166
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.
Language:R676 35 984
fairmodels
Flexible tool for bias detection, visualization, and mitigation
Language:R85 7 2615
forester
Trees are all you need
Language:HTML108 11 8914
iBreakDown
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
Language:R79 10 5715
modelDown
modelDown generates a website with HTML summaries for predictive models
Language:R118 9 5114
modelStudio
📍 Interactive Studio for Explanatory Model Analysis
Language:R321 20 8732
randomForestExplainer
A set of tools to understand what is happening inside a Random Forest
Language:R229 13 2038
survex
Explainable Machine Learning in Survival Analysis
Language:R91 7 5410
treeshap
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
Language:R76 14 2622

Model Oriented's Repositories

ModelOriented/DALEX
moDel Agnostic Language for Exploration and eXplanation
Language:Python1.3k 48 402166
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.
Language:R676 35 984
ModelOriented/modelStudio
📍 Interactive Studio for Explanatory Model Analysis
Language:R321 20 8732
ModelOriented/randomForestExplainer
A set of tools to understand what is happening inside a Random Forest
Language:R229 13 2038
ModelOriented/modelDown
modelDown generates a website with HTML summaries for predictive models
Language:R118 9 5114
ModelOriented/forester
Trees are all you need
Language:HTML108 11 8914
ModelOriented/survex
Explainable Machine Learning in Survival Analysis
Language:R91 7 5410
ModelOriented/fairmodels
Flexible tool for bias detection, visualization, and mitigation
Language:R85 7 2615
ModelOriented/iBreakDown
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
Language:R79 10 5715
ModelOriented/treeshap
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
Language:R76 14 2622
ModelOriented/shapviz
R package for SHAP plots
Language:R67 5 4410
ModelOriented/DALEXtra
Extensions for the DALEX package
Language:R62 6 489
ModelOriented/auditor
Model verification, validation, and error analysis
Language:R58 20 9414
ModelOriented/shapper
An R wrapper of SHAP python library
Language:R58 13 2816
ModelOriented/ingredients
Effects and Importances of Model Ingredients
Language:R37 8 9918
ModelOriented/SAFE
Surrogate Assisted Feature Extraction
Language:Python34 9 89
ModelOriented/DALEX-docs
Documentation for the DALEX project
Language:Jupyter Notebook33 7 2539
ModelOriented/kernelshap
Efficient R implementation of SHAP
Language:R33 3 317
ModelOriented/rSAFE
Surrogate Assisted Feature Extraction in R
Language:R28 8 76
ModelOriented/EloML
R package EloML: Elo rating system for machine learning models
Language:R24 7 113
ModelOriented/Arena
Interactive XAI dashboard
Language:Vue22 4 41
ModelOriented/MAIR
Monitoring of AI Regulations
Language:HTML19 14 51
ModelOriented/pyCeterisParibus
Python library for Ceteris Paribus Plots (What-if plots)
Language:Python19 4 135
ModelOriented/localModel
LIME-like explanations with interpretable features based on Ceteris Paribus curves. Now on CRAN.
Language:R14 8 313
ModelOriented/metaMIMIC
Language:Jupyter Notebook11 5 02
ModelOriented/AI-strategies-papers-regulations-monitoring
Monitoring of AI strategies, papers, and regulations
Language:Jupyter Notebook7 5 213
ModelOriented/FairPAN
Language:R7 7 13
ModelOriented/piBreakDown
python version of iBreakDown
Language:Python4 7 13
ModelOriented/DrWhyTemplate
Language:CSS2 4 01
ModelOriented/mogger
Logger for Predictive Models
Language:Java2 4 10