VIDEOExplainable AI with Layer-wise Relevance Propagation (LRP)

Covers: theory of Layer-wise Relevance Propagation (LRP)
Estimated time needed: 60 minutes
Questions this item adddesses:
  • What makes LRP particularly important?
  • • What are the desired properties of heatmap explanation methods?
How to use this item?

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Author(s) / creator(s) / reference(s)
Anna Saranti
Shortlist
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Understand the paper: Explainable AI with Layer-wise Relevance Propagation (LRP)

Ali El-SharifTotal time needed: ~4 hours
Learning Objectives
Understand Layer-wise Relevance Propagation (LRP)
Potential Use Cases
Use LRP to explain NN predictions
Target Audience
INTERMEDIATEPeople with basic knowledge on deep learning and machine learning.
Go through the following annotated items in order:
VIDEO 1. Explainable AI with Layer-wise Relevance Propagation (LRP)
  • What makes LRP particularly important?
  • • What are the desired properties of heatmap explanation methods?
60 minutes
ARTICLE 2. xAI with Layer-wise Relevance Propagation Slides
  • What makes LRP particularly important?
20 minutes
PAPER 3. Resolving challenges in deep learning-based analyses of histopathological images using explanation methods
  • What are the challenges in deep learning-based analyses of histopathological images using explanation methods?
60 minutes
PAPER 4. Explaining nonlinear classication decisions with deep taylor decomposition
  • What is LRP?
60 minutes

Concepts Convered