Probability Distributions in Machine Learning & Deep Learning

Bernoulli Distribution

Binomial Distribution

Source

Categorical distribution

Multinomial distribution

Beta distribution

Source
α = β = 1 for uniform distribution
Source

Dirichlet distribution

Poisson Distribution

Exponential distribution

Dirac distribution

Recap

Source

Gamma distribution

Source

Conjugate prior

Source

Sufficient Statistics

Exponential family of distribution

Modified from source

Principle of maximum entropy

Kth Moment

Source

Method of Moments

Modified from source

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