Fundamentals of Fast Multipole Method (FMM) and FMM accelerated Boundary Integral Equation Method (BIEM) are presented. Some developments of FMM in computational mechanics related to elasticity, Helmholtz' equation, periodicity, parallelisation, etc. are discussed.