CIS 558 / Linguistics 525
Computer Analysis and Modeling of Biological Signals and Systems

Neural Nets 1: Readings and Links

McCulloch and Pitts' neural logical calculus

Warren McCulloch and Walter Pitts, "A logical calculus of the ideas immanent in nervous activity", Bulletin of Mathematical Biophysics, 1943.

History of the Perceptron

F. Rosenblatt, "The Perceptron: A probabilistic model for information storage and organization", Psych. Review 1958

Minsky and Papert on the Perceptron

Marvin Minsky and Seymour Papert, Perceptrons: An introduction to computational geometry (originally published 1969)

Classifying multivariate data: Discriminant analysis vs. the Perceptron

J.J. Hopfield, "Neural networks and physical systems with emergent collective computational abilities", PNAS 1982

David Rumelhart and James McClelland, Parallel Distributed Processing: Explorations in the Microstructure of Cognition (1986)

Tensorflow Playground

Andrey Karpathy, "The Unreasonable Efectiveness of Recurrent Neural Networks"

Ian Goodfellow, Yoshua Bengio and Aaron Courville, Deep Learning, 2016.

Eve Armstrong, "A Neural Networks Approach to Predicting How Things Might Have Turned Out Had I Mustered the Nerve to Ask Barry Cottonfield to the Junior Prom Back in 1997", April 1 2017.