Mind Matters Natural and Artificial Intelligence News and Analysis

TagRebel Science (pseudonym)

Deep learning neural network AI Artificial intelligence concept

Programmer: Deep Learning Can’t Give Us Computers That Think

Artificial general intelligence (AGI) — computers that think like humans — would need to be able to generalize, which he says Deep Learning doesn’t do

At Medium late last year, a programmer/researcher who writes under the name “Rebel Science,” assessed Deep Learning, a favorite of the self-driving car quest, as “useless” because it can’t generalize: The biggest problem with DL is its inherent inability to effectively generalize. Without generalization, edge cases are an insurmountable problem, something that the autonomous vehicle industry found out the hard way after wasting more than $100 billion by betting on DL. Rebel Science, “Deep Learning Is Not Just Inadequate for Solving AGI, It Is Useless” at Medium (Nov 2, 2022) Displaying for readers a picture of a bicycle, he continues, A deep neural network cannot perceive this bicycle unless it has been previously trained to recognize it. Generalization is the Read More ›