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ML Academy

Introduced on day 3

Base rate (prior)

How common an event is in the population being scored before any evidence is seen, for example 0.2% of payments are fraud.

In detail

In Bayes' theorem the base rate multiplies the likelihood. For rare events it dominates the posterior, so precision measured in a sample with a different base rate does not transfer.