FairMLHealth
About
- Measure
- Measure healthcare-specific fairness metrics for classification and regression models.
- Compare
- Compare protected attributes and other features of a model or several models for potential biases in outcomes.
- Visualize
- Visualize biases across multiple models through helpful reports & customizable highlights.
Modules
- Stratified tables useful in data and model validation
- Tools for detailed analysis across multiple indicators (e.g. when location of bias is undetermined)
- Tools stylized for inclusion in publications and analytical reports
- Tools for monitoring and reporting on operationalized models
- Generalized tools that can be used in bias analysis as well as in other applications