Arena for the Exploration and Comparison of any ML Models
Internal function for calculating data for funnel plot
Creates arena object
Internal function for calculating Accumulated Dependence
Returns attributes for all params
Internal function for calculating Break Down
Internal function for calculating Ceteris Paribus
Generates list with attributes of a dataset
Internal function for calculating exploratory data anaylysis plots
Generates list of datasets' labels
Internal function for calculating fairness
Internal function for calculating feature importance
Internal function for calculating funnel measure
Internal function for calculating global plots
Prepare object ready to change into json
Internal function for calculating local plots for all observations
Internal function for returning message as plot data
Internal function for calculating model performance metrics
Generates list with attributes of a model
Generates list with attributes of an observation
Generates list of rownames of each observation from each batch
Internal function for calculating Partial Dependence
Internal function for calculating regression error characteristic
Internal function for calculating receiver operating curve
Internal function for calculating Shapley Values
Internal function for calculating subset performance
Internal function for variable against another plot
Generates list with attributes of an variable
Internal function for variable distribution
Generates list of unique variables(without target) from each explainer...
Prints live arena summary
Prints static arena summary
Adds new datasets to Arena
Adds model to arena
Adds new observations to arena
Run server providing data for live Arena
Save generated json file from static arena
Splits multiclass explainer into multiple classification explainers
Internal function for pretty truncationg params list
Upload generated json file from static arena
Checks if it is safe do add new dataset to the arena object
Checks if it is safe do add a new model to the arena object
Checks if it is safe do add new observations to the arena object
Generates data for challenging machine learning models in 'Arena' <https://arena.drwhy.ai> - an interactive web application. You can start the server with XAI (Explainable Artificial Intelligence) plots to be generated on-demand or precalculate and auto-upload data file beside shareable 'Arena' URL.
Useful links