MLJFair is a bias audit and mitigation toolkit in julia and is supported by MLJ Ecosystem. It is being developed as a part of JSOC 2020 Program sponsored by JuliaComputing.
julia> Pkg.add("https://github.com/ashryaagr/MLJFair.jl")It shall be divided into following components
- FairTensor
- Measures
- CalcMetrics
- FairMetrics
- BoolMetrics
- Algorithms [WIP]
- Preprocessing Algorithms
- InProcessing Algorithms
- PostProcessing Algorithms
It currently has only metrics.
- Examples and tutorials are a good starting point.
- Documentation is also available for this package.