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19691960s
Perceptron Limitations (Minsky & Papert)
Mathematical proof showing single-layer neural networks cannot solve non-linear problems like XOR.
Why It Was Important
Marvin Minsky and Seymour Papert published the book 'Perceptrons', proving that simple, single-layer neural networks could not compute the exclusive-OR (XOR) function. This devastating critique drastically curtailed funding for neural network research, contributing to the first 'AI Winter'.
Who Invented It
Marvin Minsky & Seymour Papert
Co-directors of the MIT AI Lab.
Applications
- AI Theory
- Neural Network Architecture (Multi-layer pre-requisites)
Key Papers
- Perceptrons: An Introduction to Computational Geometry
Marvin Minsky, Seymour A. Papert · MIT Press · 1969