Stochastic differential equations is a mathematical framework used to model systems whose states evolve over time under the influence of random fluctuations. This field of study investigates the properties and solutions of differential equations where one or more terms are stochastic processes, typically involving Brownian motion. Their significance lies in providing rigorous tools for analyzing and predicting the behavior of complex phenomena across diverse scientific and engineering disciplines characterized by inherent uncertainty and randomness.