Manages the TLV Data Science Team @Bluevine, holds an MSc in Statistics from Tel-Aviv University. Interested in Machine Learning Models interpretation and its applications in the FinTech field.
Model-Agnostic Interpretation - Beyond Shap and Lime
I’ll discuss an interpretation framework that allows use of the features’ distribution to understand the direction of the feature’s impact. The concept is derived from ideas formulated in Pearl’s analysis of causality in his book “the book of why”.