Basic concepts of probability theory -- Applications in probability -- Counting methods and applications -- One random variable : fundamentals -- Special probability distributions and applications -- Multiple random variables -- The Gaussian distribution -- Descriptive statistics -- Estimation -- Hypothesis testing -- Introduction to random processes -- Analysis and processing of random processes.