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Research · September 1954

The first neural network simulation

Farley and Clark simulated a randomly connected network on the Whirlwind machine and showed that it organised itself during training.

Why it matters

A neural network was first run as a program rather than built as a device, and pattern recognition came out of it.

The network held 128 nodes, limited by the machine's memory. The authors observed that after training the system assigned inputs it had never seen to the right class. The follow-up presented in 1955 was titled for exactly that generalisation. The work is often mentioned after the perceptron, though it precedes it by four years.

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Event date
September 1954
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Sources gathered automatically · September 17, 2026
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evt-0078

The 1954 issue of IRE Transactions on Information Theory; a follow-up was presented at the WJCC in March 1955.

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