- 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
- 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
- The cellular basis of synaptic plasticity
- Long-term potentiation
- Hebbian learning
- The BCM rule
- Information theory
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