After a sufficient number of attempts the pattern of weights stabilises and a particular sort of input (say an image of the digit 2, translated into electrons by a digital camera) reliably produces a particular sort of output.
This huge cost improvement helped SanDisk achieve a double-digit gross margin improvement across its product segments which include mobile, digital imaging, and USB sticks among others.