Machine Learning, Cancer.
P(Fire|Smoke) means how often there is fire when we see smoke. P(Smoke|Fire) means how often we see smoke when there is fire. If dangerous fires are rare (1%) but smoke is fairly common (10%) due to factories, and 90% of dangerous fires make smoke then: P(Fire|Smoke) =P(Fire) P(Smoke|Fire) =1% x