The classic is Eugene M. Izhikevich, Dynamical systems in neuroscience: the geometry of excitability and bursting, 1967. A lot more work by Bard Ermentrout. Topological methods are pretty well established in computational neuroscience, but there is still little overlap with the deep neural nets that are now commonplace.
You might have the wrong date. I have an edition of Dynamical Systems in Neuroscience from 2007 and, having met the author, I'd imagine he might have just been born in 1967.