Uniform.
Binomial.
Multinomial.
Hypergeometric.
Poisson.
Geometric.
Poison Processes:
Average number of events in a period is known but the time and space between events is random.
Ex: number of website visits in a day.
Poison Distribution:
Probability of some number of events occurring over a fixed period of time.
Ex: Probability of less than 200 visits to a website in a day.
Lambda (λ):
The average number of events per time interval.
Or: the expected value of the distribution.
Difference to Normal Distribution:
The normal distribution is continuous and symmetric, used for modeling continuous data.
The Poisson distribution is discrete and skewed, used for modeling count data involving events occurring over intervals.