Tensor networks have rapidly become a cutting-edge tool in many-body physics. In this chapter we explained why and how a quantum state can be represented as matrix product state. We also present a procedure to construct the matrix product operator representation of a Hamiltonian analytically. Several time evolution methods for tensor network states are discussed, and the one-site time-dependent variational principle in its modern tensor network representation is presented.