This is a review written by leading specialists on the stateof the art of computational methods in lattice field theory.They cover a wide range: computer-assisted proofs,algorithms for computer simulation of field theories,effective field theories, computer studies of finite sizeeffects, simulation with fast algorithms, and computerapplicationsin experimental particle physics. The bookaddresses researchers, engineers,and graduate students inparticle physics.