Theoretical Neuroscience Lecture Notes - Peter Latham
Handwritten notes:
passive neurons and hodgkin huxley
simplified model, suitable for nullcline analysis
a little philosophy, and nullcline construction
passive dendrites and axons
synapses
also synapses, but an older set of notes
philosophy + phase plane analysis; not used
grand summary of biophysics
Wilson-Cowan equations
computing with population codes
Hopfield networks, part 1
Hopfield networks, part 2
bump attractos
Fisher Information
Typed notes:
brief intro to biophysics and
randomly connected networks (some overlap with the next writeup)
slighlty more detail on the biophysics of single
neurons, including dendrites, axons and synapses
linear analysis
math -- mainly linear algebra
randomly connected networks
Hopfield networks
line attractor networks
dynamic mean field theory, based on
this paper (but simpler)
networks with time-varying dynamics
node perturbation