Lecture 2 - Introduction to Probability and Statistics (continued)

Random variables, probability density function, cumulative density function; Expectation and variance; Uniform random variable; The Gaussian distribution, standard normal, quantiles; Binary random variables, Bernoulli distribution; Binomial distribution; Categorical/Multinoulli distribution, Multinomial distribution; Maximum Likelihood Estimation for the Multinoulli distribution; Empirical Distribution.