Motivating socio/economic networks, power grids, multi- agent robotics. Perron- Frobenius matrix theory and algebraic graph theory. Fundamental dynamics in networks: averaging dynamics in discrete and continuous time; positive and compartmental systems; robotic coordination problems; coupled oscillator systems; virus propagation models; population dynamic models.