Symbolic vs. Connectionist

Marvin Minsky, in his paper, does not subscribe to extremist views. Instead, he argues that Artificial Intelligence must employ many approaches. Artificial Intelligence is not like circuit theory and electromagnetism. So why is there so much excitement about Neural Networks today, and how is this related to research on Artificial Intelligence and Learning Design?