At the nanoscale, traditional deterministic models often fall short due to the quantum effects and thermal fluctuations. Probabilistic methods account for these uncertainties by using statistical distributions and stochastic processes. This approach is essential for applications like drug delivery, where the precise behavior of nanoparticles cannot be predicted with certainty.