About

Taija currently covers a range of approaches towards making AI systems more trustworthy:

• Model Explainability (CounterfactualExplanations.jl)
• Algorithmic Recourse (CounterfactualExplanations.jl, AlgorithmicRecourseDynamics.jl)
• Predictive Uncertainty Quantification (ConformalPrediction.jl, LaplaceRedux.jl)
• Effortless Bayesian Deep Learning (LaplaceRedux.jl)
• Hybrid Learning (JointEnergyModels.jl)

Various meta packages can be used to extend the core functionality:

• Plotting (TaijaPlotting.jl)
• Datasets for testing and benchmarking (TaijaData.jl)
• Parallelization (TaijaParallel.jl)
• Interoperability with other programming languages (TaijaInteroperability.jl)

The TaijaBase.jl package provides common symbols, types and functions that are used across all or multiple Taija packages.

%%{
  init: {
    'theme': 'base',
    'themeVariables': {
      'primaryColor': '#BB2528',
      'primaryTextColor': '#fff',
      'primaryBorderColor': '#7C0000',
      'lineColor': '#F8B229',
      'secondaryColor': '#006100',
      'tertiaryColor': '#e9edfb',
      'fontFamily': "avenir"
    }
  }
}%%

flowchart TB

    classDef taija fill:#389836,stroke:#333,color:#fff;
    classDef core fill:#CB3C33,stroke:#333,color:#fff;
    classDef base fill:#9558B2,stroke:#333,color:#fff;

    %% Base
    base["TaijaBase.jl"]

    %% Meta
    interop["TaijaInteroperability.jl"]
    data["TaijaData.jl"]
    parallel["TaijaParallel.jl"]
    plotting["TaijaPlotting.jl"]

    %% Core
    ce["CounterfactualExplanations.jl"]
    ar["AlgorithmiRecourseDynamics.jl"]
    cp["ConformalPrediction.jl"]
    lr["LaplaceRedux.jl"]
    jem["JointEnergyModels.jl"]

    class base base;
    class interop,data,parallel,plotting taija;
    class ce,cp,lr,jem,ar core;

    %% Graph
    subgraph "Meta Packages"
        data & plotting & parallel & interop
    end

    subgraph "Core Packages"
        ce & cp & lr & jem & ar
    end

Figure 1: An overview of the Taija ecosystem.

Why Taija?

Taija stands for Trustworthy Artificial Intelligence in Julia. When thinking about a logo that embodies trustworthiness, we quickly landed on 🐶.