Abstract: In this tutorial I will talk about how circuit models are constructed for neurons and how multi-time scale analysis is used to understand the circuit dynamics. The model construction is based on Kirchhoff's circuit laws among other physiological considerations. The analysis is based the geometric theory of singular perturbations. As an
example, I will illustrate how a Shilnikov attractor appears in such a model.