Deep Dive on Accumulated Local Effect Plots (ALEs) with Python

Intuition, algorithm and code for using ALEs to explain machine learning models

10 min read

2 hours ago

(source: author)

Highly correlated features can wreak havoc on your model interpretations. They violate the assumptions of many XAI methods and make it difficult to understand the nature of a feature’s relationship with the target. At the same…