Problems with Perceptrons

• Minsky and Papert (1969)

• Mathematically prove limitations of perceptrons
• Caused most AI researchers of the time to return to symbolic AI

• The “Linear Separability” problem

• Perceptrons can only distinguish between classes separated by a plane