- Single compartment neurons – passive properties
- The behavior and modeling of ion channels
- The Hodgkin-Huxley action potential
- The diversity of voltage gated ion channels, and effects upon neuron spiking
- The cable equation
- Compartmental models of neurons; the NEURON simulation environment
- Models of synapses, including facilitation and depression
- The cable theory of dendritic spines
- Reduction of the Hodgkin-Huxley model to an integrate and fire neuron
- Implementing integrate and fire neuron models
- Coupled integrate and fire neuron models – mutual excitation and inhibition
- The autapse – a simple recurrent memory
- Firing rate models
- The Hopfield associative memory
- Network models (synchronization, rhythms)
- Hebbian learning
- Long term potentiation
- Plasticity models
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