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I. Single neurons. Conductance-based models, modeling membrane ionic currents. Phase plane analysis of excitability. (Tutorials on dynamical systems and XPP/Auto) - Hodgkin-Huxley model. - Reduced models. Morris-Lecar model. Bursting. - Integrate-and-fire. Noise. - Modeling large networks with similar methods (rate models) - Plasticity II. Small networks. Coupled oscillators. - Phase oscillators - Phase-resetting curves III. Neural coding. Information theory. - Analysis of neuronal spike trains - Measures of information