Alan Turing — "The machine should be able to learn from experience."
The machine should be able to learn from experience.
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More from Alan Turing
"Logic will get you from A to B. Imagination will take you everywhere."
"The new form of the problem can be described in terms of a game which we call the 'imitation game.' It is played with three people, a man (A), a woman (B), and an interrogator (C) who may be of either…"
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Understanding this quote
What it means
Machines should not just execute fixed rules — they should improve through experience, adjusting behavior based on what they encounter. This is the core principle behind modern machine learning: systems that refine their performance on data rather than relying solely on hand-crafted logic. Every neural network, recommendation algorithm, and large language model running today is a direct descendant of this single insight.
Relevance to Alan Turing
Turing proposed this in his landmark 1950 paper on computing machinery and intelligence, where he introduced the Turing Test. He believed intelligence was developmental — his child machine concept envisioned systems trained like children rather than pre-programmed as adults. As a codebreaker at Bletchley Park, he understood adaptation as survival: Enigma solutions required machines that could update as German operators changed their cipher settings daily.
The era
Turing wrote this in 1950, a postwar era when computers were massive, room-filling calculators executing rigid instructions. The dominant view held that machines were deterministic tools incapable of anything resembling thought. Turing's claim was radical — almost heretical in academic circles still skeptical that mathematics could explain mind. Cold War urgency around computation and cryptography gave governments reason to fund these ideas, even as Turing himself faced persecution for his sexuality.
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