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Golden years

Early programs solve puzzles, prove theorems and hold simple conversations; expectations run high.

1956–1972 · 14 key events · 35 related people, organisations and concepts

Golden years

Early programs solve puzzles, prove theorems and hold simple conversations; expectations run high.

1958

1959

  • Programs with Common Sense

    PSMTPNPL

    John McCarthy's 1959 paper proposing the advice taker, a program that would solve problems by manipulating sentences in formal languages and act when it deduced an imperative — an early statement of logical AI.

  • Some Studies in Machine Learning Using the Game of Checkers

    IJRD

    A. L. Samuel's 1959 paper reporting experiments in which a checkers program, given only the rules of the game and an imperfect set of parameters, learned in 8 to 10 hours of playing time to beat the person who wrote it.

1961

  • Unimate enters the General Motors assembly line

    Milestone

    In 1961 a Unimate robot began unloading a die-casting press at a General Motors plant in Trenton, New Jersey, becoming the first industrial robot on an assembly line and opening factory work to automation.

  • Steps Toward Artificial Intelligence

    Proceedings of the IRE 49(1)

    Marvin Minsky's 1961 survey in Proceedings of the IRE organized heuristic programming into five problem areas — search, pattern recognition, learning, planning and induction — and argued that machines would need to build models of their environments.

1962

  • ACL founded as the AMTCL in 1962

    Milestone

    On 13 June 1962, nine researchers founded the Association for Machine Translation and Computational Linguistics, which in 1968 became the Association for Computational Linguistics — the professional society that organises the field's meetings and publications.

1966

1969

  • Minsky and Papert publish "Perceptrons"

    Paper

    In 1969 Marvin Minsky and Seymour Papert published Perceptrons, a mathematical analysis of what perceptrons cannot compute. The book is often credited with contributing to a decline in neural-network research.

  • Perceptrons: An Introduction to Computational Geometry

    A 1969 book by Marvin Minsky and Seymour Papert that proved mathematical limits on what single-layer perceptrons can compute — notably that they cannot compute parity or connectedness — and has long been credited with steering research away from neural networks.

  • Marvin Minsky receives the 1969 ACM Turing Award

    Milestone

    In 1969 the ACM named Marvin Minsky a Turing Award laureate for his central role in creating and shaping artificial intelligence. He had co-founded MIT's AI laboratory and written an early paper that put symbol manipulation at the centre of the field.

  • The First International Joint Conference on Artificial Intelligence is held in Washington, DC

    Release

    The First International Joint Conference on Artificial Intelligence was held in Washington, DC, from 7 to 9 May 1969, with proceedings covering theorem proving, robotics, natural language parsing and heuristic search; it began a conference series held every other year since.

1971

In this era