XAI Lens

Developed as part of my MSc project, XAI Lens allows model developers to compare Explainable AI methods and explanations between models, including scikit-learn models and LLMs.

As this is a proof of concept framework, not all model, XAI method or visualisation types have been developed. However, the architecture allows new model types, XAI methods and visualisations to be added without large changes to the codebase.

Demo available at: https://xailens.alexlittle.net/

Contents:

• Quickstart
• Development
  • Model Support
  • XAI Method Support
• Examples
  • Setup
  • Example 1: XGBoost Model on MedSynth
  • Example 2
  • Example 3