In standard Machine Learning, we use Backpropagation. It’s an omniscient global coach. When the network makes a mistake, we calculate a global error gradient and pass it backward, updating every single weight perfectly using calculus.
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It wouldn't be a night out in Manchester without Happy Mondays stars Shaun Ryder and Bez (although, as they'll happily tell you, they actually come from Salford).