The normal distribution is a continuous probability distribution that is used to model real-world phenomena like human heights, weights, and intelligence scores. It was first discovered in 1733 by Abraham De Moivre and later applied by Laplace and Gauss. The normal distribution is symmetrical and bell-shaped with the mean, median, and mode being equal. It is defined by its mean and standard deviation and describes many natural phenomena.