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Classroom Contents
Unmasking Clever Hans Predictors and Assessing Machine Learning - Spring 2021
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- 1 Intro
- 2 Overview
- 3 Clever Hans (Horse)
- 4 Popular Heatmap Techniques
- 5 Layer wise Relevance Propagation
- 6 Characteristics of LRP
- 7 LRP Taylor Series Expansion for decomposition for last layer
- 8 Backpropagating Last Layer Relevance
- 9 LRP Rules
- 10 LRP Taylor Series Result LRP Heatmaps are more accurate sa compared to Sensitivity Analysis
- 11 Where & how to use LRP
- 12 SPRAY (Spectral Relevance Analysis) (Apply Spectral Cluster on LRP)
- 13 Spectral Clustering
- 14 Spectral Analysis Flow
- 15 Fisher Vector Model
- 16 SPRAY In Action, Cracking Fisher Vectors Vs DNN predictions
- 17 Aggregate Heat Map visualizations for boat & horse
- 18 SPRAY In Action, The Aeroplane Fault • Aeroplane is detected based on its background in both models
- 19 SPRAY In Action, DNN with Aeroplane Fault
- 20 Conclusion & Thoughts
