Backpropagation works by doing a forward pass, comparing the network's output with the desired output, then sending a signal backwards using calculus that allows the network to compute simultaneously for all connections whether a small change would help or hurt, then adjusting all weights in parallel by small amounts—a far more efficient method than the mutation/evolutionary approach of perturbing one weight at a time.
factualpending
Speaker
Geoffrey HintonEvidence Quote
“There's a better way to do the same thing. That is, what we really want to do is figure out how to change your weight so that it helps.”
Source
Will AI outsmart human intelligence? - with 'Godfather of AI' Geoffrey Hinton— The Royal InstitutionCreated: 6/18/2026, 2:17:54 PM
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