User Guide

This guide is an overview and explain the main features in ferret and how to use them. Head to Quickstart for a basic example.

Getting started

• What is ferret?
• Quickstart

Using ferret

• Explaining
  • Explain predictions
• Benchmarking
  • Evaluate faithfulness
  • Evaluate plausibility
• Advanced Usage
  • Inference on GPU
  • Batched Inference
• Speech XAI
  • Explanation
  • Evaluation

Tasks

• Tasks Documentation

Notions

• Post-Hoc Feature Attribution Methods
  • Overview of explainers
  • LIME
  • SHAP
  • Gradient (Saliency) and GradientXInput
  • Integrated Gradients and Integrated Gradient X Input
• Evaluating Explanations
  • Benchmarking Metrics
  • Type of explanations
  • Faithfulness measures
  • Plausibility measures