/Explainable_AI

This repo contain ML & DL XAI methods.

Primary LanguageJupyter Notebook

Explainable AI (XAI)

tags: XAI

image

Machine Learning

  • 00. Data Exploration
  • 01. Intrinsically Interpretable Models
  • 02. Local Interpretable Model-agnostic (LIME)
  • 03. SHapley Additive exPlanations (SHAP) - Tree SHAP
  • 04. SHapley Additive exPlanations (SHAP) - Kernel SHAP

Deep Learning

  • 01. Perturbation-Based
    • Occlusion Sensitivity (Zeiler & Fergus 14)
  • 02. Gradient-Based
    • Sensitivity Analysis (Simonyan et al. 14)
    • SmoothGrad (Smikov et al. 17)
    • Integrated Gradients (Sundararajan et al. 17)
  • 03. Propagation-Based
    • LRP (Bach et al. 15)
  • 04. CAM-Based
    • Grad-CAM (Ancona et al. 16)
    • Layer-CAM (Peng-Tao et al. 21)

Reference:

Kaggle