The main aim of this paper is to introduce the reader into the quantum stochastic calculus in the symmetric Fock space from the stochastic processes point of view. The author discusses the quantum Itô formula, applications to probabilistic representations of solutions of differential equations, and applications to extensions of dynamical semigroups. New algebraic relations are given for chronologically ordered exponents which are similar to stochastic semigroups in the classical probability theory.