The Intuitions for the Discrete Distributions: Bernoulli, Binomial, Beta, Dirichlet Distributions

Machine learning uses a lot of discrete distributions such as the Bernoulli, Binomial, and Multinomial distributions to solve problems. Two related discrete distributions, the Beta and Dirichlet distributions are less known but are widely used in data science. The Dirichlet distribution is especially important in Natural…