Probability and Statistics:
Random experiment, probability theory, conditional probability, independence, random variable, probability distributions, expectation, variance, joint and marginal probability. Statistical sampling, maximum likelihood estimation, confidence intervals, central limit theorem, hypothesis testing, linear regression, covariance, correlation coefficient.