AI: Still Just Curve Fitting, Not Finding a Theory of Everything

Judea Pearl, a winner of the Turing Award (the "Nobel Prize of computing"), has argued that, "All the impressive achievements of deep learning amount to just curve fitting." Finding patterns in data may be useful but it is not real intelligence. A recent New York Times article, "Can a Computer Devise a Theory of Everything?" suggested that Pearl is wrong because computer algorithms have moved beyond mere curve fitting. Stephen Hawking's 1980 prediction that, "The end might not be in sight for theoretical physics, but it might be in sight for theoretical physicists" was quoted. If computers can now devise theories that make theoretical physicists redundant, then they are surely smarter than the rest of us.