All Mushrooms Are Edible, But Some Only Once

A visual introduction to the confusion matrix and classification metrics.

Photo by Igor Yemelianov on Unsplash.

The problem

Some time ago, a Biology professor told me that “All mushrooms are edible, but some only once.” Putting aside scientists’ dark sense of humor, mushrooms are a great example to illustrate the intricacies of classification…