Concept of Probability. Discrete and continuous random variables. Operations on single random variable: Expected values and moments. Joint cumulative distribution function and joint probability density function. Sum of random variables. Independent random variables. Jointly Gaussian random variables. Definition and classification of a random process, the transmission of the random process through linear filters, and optimum filtering. Applications in signal processing and communication systems.