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Comment by lokimedes
When I worked at CERN around 2010, Boosted Decision Trees were the most popular classifier, exactly due to the (potential for) explainability along with its power of expression.
We had a cultural aversion for neural networks back then, especially if the model was used in physics analysis directly.
Times have changed…