Explainable AI - Methods, Applications & Recent Developments

Explainable AI - Methods, Applications & Recent Developments

Open Data Science via YouTube Direct link

Intro

1 of 17

1 of 17

Intro

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Explainable AI - Methods, Applications & Recent Developments

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  1. 1 Intro
  2. 2 Explaining Predictions
  3. 3 Explanation Methods
  4. 4 Perturbation
  5. 5 Layer-wise Relevance Propagation
  6. 6 Approach 2: (Simple) Taylor Expansions
  7. 7 Simple Taylor Decomposition
  8. 8 Deep Taylor Decomposition
  9. 9 Best Practice for LRP
  10. 10 Evaluating Explanations
  11. 11 LRP Applied to Different Problems
  12. 12 Understanding Prediction Strategies
  13. 13 Understanding the Model
  14. 14 Understanding the Data
  15. 15 Meta-Explanations
  16. 16 Spectral Relevance Analysis (Spray)
  17. 17 Summary

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