Mathematics
Transition Probabilities
Quick fact
In a Markov chain, the transition probability from one state to another depends only on the current state, not on how you got there—this is called the memoryless property.
Why this is interesting
You've probably guessed tomorrow's weather based on today's conditions—that mental guess is essentially a transition probability.