The T-Distribution is a probability distribution that is symmetric and bell-shaped, similar to the normal distribution but with heavier tails, making it useful for small sample sizes or when the population standard deviation is unknown. It is particularly important in hypothesis testing and confidence interval estimation for means when the sample size is small and the population standard deviation is not known.