We aim to develop kinetic theory models of neuronal networks to capture the effect of first and second order connectivity statistics on first and second order statistics of population activity. In this talk, I will first present our developed model in feedforward networks with simpler connectivity patterns. Then I will present some progress and challenges in both feedforward and recurrent networks with more complicated connectivity patterns.