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"The best fuzzy rules, the best knowledge, deal with the turning points of the system. If a race-car driver teaches you how to drive, you don't need him to show you how to drive on the straightaway. It's how he handles the curves that matters."
- Bart Kosko

Visual Pattern Recognition  
  A robot's ability to respond to programmed visual stimulus  

Very early reference to this idea. In the story, G-3a is one of the Earth's last robots trying to reconstruct or rebuild new robots to take his place.

"This," said G-3a thoughtfully, "is the only perfect brain that I could find. You see, I am not trying to create something; I am merely rebuilding. Those" - he nodded to the black squares - "are the sensory organs. The visions from the eyes are flashed upon these as though they were screens. Beyond those eyes is the response mechanism, thousands and thousands of photo-electric cells. Men made it so that it would react mechanically to certain images. Movement, the simple avoidance of objects, the urge to kill, these are directed by the copper sphere."
Technovelgy from Rust, by Joseph E. Kelleam.
Published by Astounding Stories in 1939
Additional resources -

Thanks to the Three Hoarsemen for pointing this story out.

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Additional resources:
  More Ideas and Technology from Rust
  More Ideas and Technology by Joseph E. Kelleam
  Tech news articles related to Rust
  Tech news articles related to works by Joseph E. Kelleam

Visual Pattern Recognition-related news articles:
  - Face Mining Star Trek For Kirk, 7-Eleven For You

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AlphaGarden Robot Cares For Gardens Better Than Humans
TeslaBot Uber Driver (2024) And The Automatic Motorist (1911)
DiffuseBot Uses Generative AI To Invent New Soft Robots
Ballie Your AI Robot Companion From Samsung

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