I may have missed the train.

Literal

Train [to-に] missed [past-た] [maybe-のかもしれない].

~たのかもしれない is the past-tense version of the modal ~かもしれない ('might, may'): 'may have done X.' The の is the nominalizer, and the whole phrase reads as a soft self-directed speculation about a past event.