Historically there were two competing paradigms for intelligence: a logic-inspired symbolic approach holding that the essence of intelligence is reasoning via manipulation of symbolic expressions (with learning deferred), and a biologically-inspired approach holding that the essence is learning in networks of neurons (with reasoning deferred); most of AI's history followed the symbolic path until recently.