Non-Markovian processes are those where the future state depends not just on the present state but also on the sequence of past states, contrasting with Markovian processes where the future depends solely on the present. This dependency on history makes non-Markovian processes more complex to model and analyze, requiring consideration of the entire path history rather than just the current state.