Stochastic Calculus extends traditional Calculus to describe systems evolving with inherent randomness. It provides tools to analyze Stochastic Processes, which are collections of random variables indexed by time, crucial for modeling unpredictable phenomena. This mathematical framework finds wide application in physics, engineering, and quantitative finance.