The Gamma Distribution is a continuous probability distribution that models the time until an event occurs, with applications in fields such as queuing theory and reliability engineering. It is defined by two parameters, shape (k) and scale (θ), and is a generalization of the exponential distribution, which is a special case when k equals 1.